{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "71b1eb19-3148-46ca-8a9a-fdf18bd2b18d",
   "metadata": {},
   "source": [
    "# Demonstrating Affine Transformations\n",
    "\n",
    "## Introduction\n",
    "This notebook is part of the NRTK demonstration suite, demonstrating how perturbations can be applied and their impact measured via MAITE evaluation workflows.\n",
    "\n",
    "## Layout\n",
    "This notebook demonstrates how random affine transformations (translation, rotation and crop), can affect an object detection model, and how that impact can be measured. The overall structure is:\n",
    "\n",
    "- **Traditional vs. Relative mAP:**\n",
    "    - An overview of the nuances of what we'll be evaluating.\n",
    "- **Setup:**\n",
    "    - Notebook initialization, loading the supporting python code. Depending on if this is the first time you've run this notebook, this may take some time.\n",
    "    - Loading the source image, which will be used throughout the notebook.\n",
    "- **Image Perturbation Examples:**\n",
    "    - The NRTK perturbation is demonstrated on the source image.\n",
    "- **Baseline Detections:**\n",
    "    - The object detection model is loaded and run on the unperturbed image. These will serve as \\\"ground truth\\\" for comparisons against the perturbed images.\n",
    " \n",
    "At this point, we have the fundamental elements of our evaluation: the model, our reference image, and a mechanism for creating the perturbed test images. Next we adapt these elements to be used with the MAITE evaluation workflow:\n",
    "\n",
    "- **Wrapping the Detection Model**\n",
    "- **Wrapping the Reference Image as a Dataset**\n",
    "- **Wrapping the Perturbation as Augmentation Objects**\n",
    "- **Wrapping the Metrics**\n",
    "\n",
    "After the evaluation elements have been wrapped, we can run the evaluation:\n",
    "\n",
    "- **Preparing the Augmentations:**\n",
    "    - We specify the range of perturbation values to evaluate and optionally specify which ones we'd like to visualize.\n",
    "- **Evaluation of Augmented Data:**\n",
    "    - Each augmentation is run through MAITE's evaluation workflow, computing the mean average precision metric relative to the unperturbed detections.\n",
    "- **Evaluation Analysis:**\n",
    "    - We plot and discuss the mAP@50 metric from each of the perturbed images, as well as per-class and per-area results.\n",
    "\n",
    "To run this notebook in Colab, use the link below:\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Kitware/nrtk/blob/main/docs/examples/maite/nrtk_affine_perturbers_demo.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b2e1964-46e2-4497-88ff-274eaca17960",
   "metadata": {},
   "source": [
    "## Evaluation Guidance: Traditional vs. Relative mAP\n",
    "\n",
    "This notebook will be evaluating the perturbed images using mean average precision (mAP) **relative** to detections from the unperturbed image. Traditional mAP scores the computed detections to ground-truth annotations vetted by an analyst; the mAP metric indicates how well the detector does compared to that analyst and thus measures the detector's \"absolute\" performance (\"absolute\" in the sense that the assumption is no detector can do better than the analyst.)\n",
    "\n",
    "In contrast, in this notebook, we're not concerned with the **absolute** ability of the detector to find objects of interest. Rather, we're interested in how the **perturbations** affect the detector *relative to the unperturbed image*. It's expected that the detector won't find every target in the unperturbed image; instead, we're measuring the **change in the detections** (or classifications) caused by the perturbations.\n",
    "\n",
    "To support relative mAP, we'll be computing detections on the unperturbed image and using those as our \"ground truth\" dataset, and using the MAITE dataset class slightly differently than usual. For example, there's no on-disk json file of reference annotations with an associated data loader; instead, we'll be taking the computed detections and manually copying them over into the dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9268412-0d13-4fed-ae78-f6ee02c94c9c",
   "metadata": {},
   "source": [
    "## Setup: Notebook Initialization\n",
    "The next few cells import the python packages used in the rest of the notebook.\n",
    "\n",
    "**Note:** We are suppressing warnings within this notebook to reduce visual clutter for demonstration purposes. If any issues arise while executing this notebook, we recommend that the first cell is **not** executed so that any related warnings are shown.\n",
    "\n",
    "**Note for Colab users**: After setting up the environment, you may need to \"Restart Runtime\" in order to resolve package version conflicts (see the [README](https://github.com/Kitware/nrtk/blob/main/docs/examples/README.md#run-the-notebooks-from-colab) for more info)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cbe3b91-8320-4606-ae17-f2fedd3b0097",
   "metadata": {},
   "source": [
    "### Setup Environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "796743f8-2f1e-42aa-ad6b-f71e721602f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import annotations\n",
    "\n",
    "# warning suppression\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a321a3ae-ed23-4161-96d4-782407e389e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beginning package installation...\n",
      "Installing nrtk's extras...\n"
     ]
    }
   ],
   "source": [
    "import sys  # noqa: F401\n",
    "\n",
    "print(\"Beginning package installation...\")\n",
    "!{sys.executable} -m pip install -qU pip\n",
    "\n",
    "print(\"Installing nrtk's extras...\")\n",
    "!{sys.executable} -c \"import nrtk\" || !{sys.executable} -m pip install -q \\\n",
    "  \"nrtk[maite,albumentations]>=0.25.0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2561179f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Installing required packages...\n"
     ]
    }
   ],
   "source": [
    "print(\"Installing required packages...\")\n",
    "!{sys.executable} -m pip install -q \"matplotlib\"\n",
    "!{sys.executable} -m pip install -q \"torchvision\"\n",
    "!{sys.executable} -m pip install -q \"torchmetrics\"\n",
    "!{sys.executable} -m pip install -q \"ultralytics\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cde8873d-35fe-49bb-ae16-2879fb618e5e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Doing a fresh install of opencv-python-headless...\n"
     ]
    }
   ],
   "source": [
    "# opencv-python depends on libGL, which is unnecessary for running the notebook\n",
    "# and can cause failures in some environments (e.g., GitLab CI). To avoid this,\n",
    "# we uninstall all opencv variants and install opencv-python-headless instead.\n",
    "\n",
    "# OpenCV must be uninstalled and reinstalled last due to other packages installing OpenCV\n",
    "print(\"Doing a fresh install of opencv-python-headless...\")\n",
    "!{sys.executable} -m pip uninstall -qy \"opencv-python\" \"opencv-python-headless\"\n",
    "!{sys.executable} -m pip install -q \"opencv-python-headless\" --no-cache-dir"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "693f6404-64a0-447e-ac2a-b058a086fba1",
   "metadata": {},
   "source": [
    "### Setup: Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c18e6bd1-1c56-447a-b1e4-16df26269ed8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detected status of NRTK extras and their dependencies:\n",
      "\n",
      "[Pillow]\n",
      "  - Pillow                    ✓ 10.4.0\n",
      "\n",
      "[albumentations]\n",
      "  - albumentations            ✓ 2.0.5\n",
      "\n",
      "[diffusion]\n",
      "  - torch                     ✓ 2.8.0+cu128\n",
      "  - diffusers                 ✗ missing\n",
      "  - accelerate                ✗ missing\n",
      "  - Pillow                    ✓ 10.4.0\n",
      "\n",
      "[graphics]\n",
      "  - opencv-python             ✗ missing\n",
      "\n",
      "[headless]\n",
      "  - opencv-python-headless    ✓ 4.12.0\n",
      "\n",
      "[maite]\n",
      "  - maite                     ✓ 0.8.1\n",
      "  - fastapi                   ✓ 0.116.1\n",
      "  - pydantic                  ✓ 2.10.4\n",
      "  - pydantic_settings         ✓ 2.7.0\n",
      "  - uvicorn                   ✓ 0.34.0\n",
      "\n",
      "[notebook-testing]\n",
      "  - datasets                  ✓ 4.0.0\n",
      "  - matplotlib                ✓ 3.9.2\n",
      "  - numba                     ✗ missing\n",
      "  - tabulate                  ✓ 0.9.0\n",
      "  - torch                     ✓ 2.8.0+cu128\n",
      "  - torchmetrics              ✓ 1.6.2\n",
      "  - torchvision               ✓ 0.23.0+cu128\n",
      "  - transformers              ✓ 4.53.1\n",
      "  - ultralytics               ✓ 8.3.85\n",
      "  - jupytext                  ✓ 1.16.7\n",
      "  - albumentations            ✓ 2.0.5\n",
      "  - xaitk-jatic               ✓ 0.7.0\n",
      "\n",
      "[pybsm]\n",
      "  - pybsm                     ✗ missing\n",
      "\n",
      "[scikit-image]\n",
      "  - scikit-image              ✓ 0.24.0\n",
      "\n",
      "[tools]\n",
      "  - kwcoco                    ✗ missing\n",
      "  - Pillow                    ✓ 10.4.0\n",
      "\n",
      "[waterdroplet]\n",
      "  - scipy                     ✓ 1.13.1\n",
      "  - shapely                   ✗ missing\n",
      "  - geopandas                 ✗ missing\n",
      "\n",
      "\n",
      "For details about installing NRTK extras, please visit:\n",
      "    https://nrtk.readthedocs.io/en/v0.24.0/installation.html#extras\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import urllib.request\n",
    "from collections.abc import Iterable, Sequence\n",
    "from typing import Any\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "# some initial imports\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = \"jpeg\"  # Use JPEG format for inline visualizations\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "from nrtk.impls.perturb_image.generic.random_crop_perturber import RandomCropPerturber\n",
    "from nrtk.impls.perturb_image.generic.random_rotation_perturber import RandomRotationPerturber\n",
    "from nrtk.impls.perturb_image.generic.random_translation_perturber import RandomTranslationPerturber\n",
    "from nrtk.utils._extras import print_extras_status\n",
    "\n",
    "print_extras_status()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "242e9bfa-fcea-4a1d-a8e0-9455b28777a2",
   "metadata": {},
   "source": [
    "## Setup: Source Image\n",
    "\n",
    "In the next cell, we'll download and display a source image from the __[VisDrone](https://github.com/VisDrone/VisDrone-Dataset)__ dataset. The image will be cached in a local `data` subdirectory.\n",
    "\n",
    "### A Note on Image Storage\n",
    "\n",
    "Typically in ML workflows, batches of images are processed as tensors of the color channels. Both our perturber (NRTK) and object detector (YOLO) accept numpy `ndarray` objects, and we will use [matplotlib.imshow](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.imshow.html) to view them. The complication is that although YOLO inferences on `ndarray`, [it expects the color channels to be in BGR](https://docs.ultralytics.com/modes/predict/) order. If we naively view the same data YOLO inferences on, the colors will be wrong; if we naively inference on what we view, the detections will be wrong. (Our NRTK perturbation is agnostic to the channel order.)\n",
    "\n",
    "In this notebook, we'll convert the channel order to BGR when we load, and convert back whenever we explicitly call `imshow`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "57facb8b-4cb6-476b-a321-f48d70e773ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(540, 960, 3)\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_dir = \"./data\"\n",
    "os.makedirs(data_dir, exist_ok=True)\n",
    "img_path = os.path.join(data_dir, \"visdrone_img.jpg\")\n",
    "if not os.path.isfile(img_path):\n",
    "    url = \"https://data.kitware.com/api/v1/item/623880f14acac99f429fe3ca/download\"\n",
    "    _ = urllib.request.urlretrieve(url, img_path)  # noqa: S310\n",
    "\n",
    "img_pil = Image.open(img_path)\n",
    "img_nd_bgr = np.asarray(img_pil)[\n",
    "    :,\n",
    "    :,\n",
    "    ::-1,\n",
    "]  # tip o' the hat to https://stackoverflow.com/questions/4661557/pil-rotate-image-colors-bgr-rgb\n",
    "plt.figure()\n",
    "plt.axis(\"off\")\n",
    "print(img_nd_bgr.shape)\n",
    "_ = plt.imshow(img_nd_bgr[:, :, ::-1])  # explicitly changing BGR to RGB for imshow"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efe2e2a3-a3a2-4101-9872-bae618effab0",
   "metadata": {},
   "source": [
    "## NRTK Affine transformation perturbations: Examples and Guidance\n",
    "\n",
    "###  Random Translation Perturbation\n",
    "\n",
    "The [Random Translation perturbation](<project:../../_implementations/nrtk.impls.perturb_image.generic.random_translation_perturber.rst#module-nrtk.impls.perturb_image.generic.random_translation_perturber>) is by a random sampling from 0 (no translation) to a `max_translation_limit` in both the x and y dimensions. For the purposes of this notebook we will keep the limit the same in both the x and y dimensions\n",
    "\n",
    "- `max_translation_limit == (0.0, 0.0)` (the minimum value): returns the original image. No pertubation in either direction\n",
    "- `0.0 < max_translation_limit <= (img_height, img_width)`: Allows translation of between 0 and max_translation_limit in either direction.\n",
    "- `max_translation_limit > (img_height, img_width)`: Throws an error as it is possible to completely remove the original image via translation\n",
    "- An arbitratry random `seed = 2` is set for the example below.\n",
    "  \n",
    "`max_translation_limit` is a metadata parameter included in the `perturb` call of the augmentation as opposed to an instance level parameter of the `RandomTranslationPerturber` object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5a370d2a-2489-4c48-b29a-ea8ad3ef98fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 1000x400 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots(2, 4, figsize=(10, 4))\n",
    "for idx, limit in enumerate([0, 50, 100, 200, 250, 300, 400, 500]):\n",
    "    (row, col) = (int(idx / 4), idx % 4)\n",
    "    translation_perturber = RandomTranslationPerturber(seed=2, color_fill=(0, 0, 0))\n",
    "    ax[row, col].set_title(f\"max_translation_limit: {limit}\")\n",
    "    ax[row, col].imshow(\n",
    "        translation_perturber(img_nd_bgr, additional_params={\"max_translation_limit\": (limit, limit)})[0][:, :, ::-1],\n",
    "    )\n",
    "    _ = ax[row, col].axis(\"off\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6ae938f",
   "metadata": {},
   "source": [
    "###  Random Rotation Perturbation\n",
    "\n",
    "The [Random Rotation perturbation](<project:../../_implementations/nrtk.impls.perturb_image.generic.random_rotation_perturber.rst#module-nrtk.impls.perturb_image.generic.random_rotation_perturber>) examples shown below are generated by setting a constant set of `limit` values:\n",
    "\n",
    "- `limit == (0, 0)` is the identity operation which generates the source image.\n",
    "- We generate rotation-perturbed images in increments of 45 degrees within the range `0 <= limit <= 315`.\n",
    "- The `probability` is set to `1.0` to ensure that rotation occurs with absolute certainty.\n",
    "- The `fill` is set to generate a black background.\n",
    "- An arbitratry random `seed = 3` is set for the example below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ebc5b326",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 1000x400 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots(2, 4, figsize=(10, 4))\n",
    "for idx, limit in enumerate(\n",
    "    [(0, 0), (45, 45), (90, 90), (135, 135), (180, 180), (225, 225), (270, 270), (315, 315)],\n",
    "):\n",
    "    (row, col) = (int(idx / 4), idx % 4)\n",
    "    rotation_perturber = RandomRotationPerturber(\n",
    "        limit=limit,\n",
    "        probability=1.0,\n",
    "        fill=[0, 0, 0],\n",
    "        seed=3,\n",
    "    )\n",
    "    ax[row, col].set_title(f\"Rotation range: {limit}\")\n",
    "    ax[row, col].imshow(rotation_perturber(img_nd_bgr)[0][:, :, ::-1])\n",
    "    _ = ax[row, col].axis(\"off\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a2d0e16",
   "metadata": {},
   "source": [
    "###  Random Crop Perturbation\n",
    "\n",
    "The [Random Crop perturber](<project:../../_implementations/nrtk.impls.perturb_image.generic.random_crop_perturber.rst#module-nrtk.impls.perturb_image.generic.random_crop_perturber>) examples shown below are generated by setting a constant set of `crop_size` values:\n",
    "\n",
    "- `crop_size == (image_height, image_width)` is the identity operation which generates the source image.\n",
    "- We generate crop-perturbed images with a set of custom discrete `crop_size` values within the range `img_size / 6 <= crop_size <= img_size`.\n",
    "- An arbitratry random `seed = 5` is set for the example below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5e46cffc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 1000x400 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_h, img_w, _ = img_nd_bgr.shape\n",
    "_, ax = plt.subplots(2, 4, figsize=(10, 4))\n",
    "for idx, crop_size in enumerate(\n",
    "    [\n",
    "        (img_h, img_w),\n",
    "        (img_h // 1.2, img_w // 1.2),\n",
    "        (img_h // 1.6, img_w // 1.6),\n",
    "        (img_h // 2, img_w // 2),\n",
    "        (img_h // 3, img_w // 3),\n",
    "        (img_h // 4, img_w // 4),\n",
    "        (img_h // 5, img_w // 5),\n",
    "        (img_h // 6, img_w // 6),\n",
    "    ],\n",
    "):\n",
    "    crop_size = int(crop_size[0]), int(crop_size[1])\n",
    "    (row, col) = (int(idx / 4), idx % 4)\n",
    "    crop_perturber = RandomCropPerturber(\n",
    "        crop_size=crop_size,\n",
    "        seed=5,\n",
    "    )\n",
    "    ax[row, col].set_title(f\"Crop Size: {crop_size}\")\n",
    "    ax[row, col].imshow(crop_perturber(img_nd_bgr)[0][:, :, ::-1])\n",
    "    _ = ax[row, col].axis(\"off\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30eb653b-6be9-4d58-8d69-db4b64c3d81c",
   "metadata": {},
   "source": [
    "## Baseline Detections\n",
    "\n",
    "In the next cell, we'll download a [YOLOv11](https://docs.ultralytics.com/models/yolo11/) model, compute object detections on the source image, and display the results. As discussed above, these detections will serve as the \"ground truth\" for our relative mAP evaluation later.\n",
    "\n",
    "*Note that here, we're using YOLO's built-in visualization tool, which automatically adjusts for BGR / RGB order.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "55600de0-089f-4dd6-ac4d-7896b8df5494",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ultralytics 8.3.85 🚀 Python-3.10.12 torch-2.8.0+cu128 CUDA:0 (NVIDIA RTX A2000 8GB Laptop GPU, 7853MiB)\n",
      "Setup complete ✅ (20 CPUs, 62.5 GB RAM, 269.8/914.7 GB disk)\n",
      "Downloading model...\n",
      "Computing baseline...\n",
      "\n",
      "0: 384x640 5 persons, 15 cars, 1 motorcycle, 2 trucks, 47.3ms\n",
      "Speed: 3.2ms preprocess, 47.3ms inference, 39.6ms postprocess per image at shape (1, 3, 384, 640)\n"
     ]
    }
   ],
   "source": [
    "# Import YOLO support\n",
    "import ultralytics\n",
    "\n",
    "ultralytics.checks()\n",
    "print(\"Downloading model...\")\n",
    "model = ultralytics.YOLO(\"yolo11n.pt\")\n",
    "print(\"Computing baseline...\")\n",
    "baseline = model(img_nd_bgr)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39050929-bf48-44b1-9247-5cac7f44cd8c",
   "metadata": {},
   "source": [
    "## MAITE Evaluation Workflow Preparation\n",
    "\n",
    "We'll use the [MAITE Evaluation workflow](https://jatic.pages.jatic.net/cdao/maite/generated/maite.tasks.evaluate.html) to evaluate the performance of the perturbed data against our baseline detections. We'll need to \"wrap\" our model, data, and perturbations into callable objects to pass to the `maite.tasks.evaluate` function:\n",
    "\n",
    "- We'll wrap the **model** to make predictions on input data when called.\n",
    "\n",
    "- The wrapped **dataset** will return our test image when called. Note that this will be the original, unperturbed image; we'll apply our perturbations via...\n",
    "\n",
    "- ...the **augmentation** object, which applies the perturbation to the image inside the evaluation.\n",
    "\n",
    "- Finally, the **metric** object will define our precise scoring methodology.\n",
    "\n",
    "The evaluation workflow in this notebook is slightly unusual. Typical ML workflows apply many different augmentations / perturbations to much larger datasets, and only call `evaluate` once to get a statistical view of performance. But since the goal of this notebook is to drill down into how perturbation affects performance, we've essentially flipped the process, calling `evaluate` (and thus our wrapped objects) many times, once per loop on our single image perturbed to a known degree, and then observing how the metrics respond."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da908c7f-b499-4361-8e2b-cf7647b45de6",
   "metadata": {},
   "source": [
    "### Some Helper Classes\n",
    "\n",
    "The following cell adds two classes to allow us to use YOLO detections with the MAITE evaluation workflow:\n",
    "\n",
    "1. The `YOLODetectionTarget` helper class that stores the bounding boxes, label indices, and confidence scores for a single image's detections.\n",
    "\n",
    "2. The `MaiteYOLODetection` adapter class that conforms to the MAITE [Object Detection Dataset](https://jatic.pages.jatic.net/cdao/maite/generated/maite.protocols.object_detection.Dataset.html) protocol by providing the `__len__` and `__getitem__` methods. The returned item is a tuple of (image, `YOLODetectionTarget`, metadata-dictionary)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "346f4207",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dataclasses import dataclass\n",
    "\n",
    "import torch\n",
    "from maite.protocols.object_detection import DatumMetadataType, ObjectDetectionTarget\n",
    "from typing_extensions import NotRequired\n",
    "\n",
    "from nrtk.interop.maite.interop.object_detection.dataset import JATICObjectDetectionDataset\n",
    "\n",
    "##\n",
    "## Helper class for containing the boxes, label indices, and confidence scores.\n",
    "##\n",
    "\n",
    "\n",
    "@dataclass\n",
    "class DetectionDatumMetadata(DatumMetadataType):\n",
    "    \"\"\"Dataclass for detection datum-level metadata.\"\"\"\n",
    "\n",
    "    id: int | str\n",
    "    max_translation_limit: NotRequired[tuple[int, int]]\n",
    "    limit: NotRequired[tuple[float, float]]\n",
    "    crop_size: NotRequired[tuple[int, int]]\n",
    "\n",
    "\n",
    "@dataclass\n",
    "class YOLODetectionTarget:\n",
    "    \"\"\"A helper class to represent object detection results in the format expected by YOLO-based models.\n",
    "\n",
    "    Attributes:\n",
    "        boxes (torch.Tensor): A tensor containing the bounding boxes for detected objects in\n",
    "            [x_min, y_min, x_max, y_max] format.\n",
    "        labels (torch.Tensor): A tensor containing the class labels for the detected objects.\n",
    "            These may be floats for compatibility with specific datasets or tools.\n",
    "        scores (torch.Tensor): A tensor containing the confidence scores for the detected objects.\n",
    "    \"\"\"\n",
    "\n",
    "    boxes: torch.Tensor\n",
    "    labels: torch.Tensor\n",
    "    scores: torch.Tensor\n",
    "\n",
    "\n",
    "##\n",
    "## Prepare results for ingestion into maite dataset by puttin them into detection object\n",
    "## Images must be channel first (c, h, w) in maite dataset objects\n",
    "##\n",
    "imgs = [np.transpose(img_nd_bgr, (2, 0, 1))]\n",
    "dets: list[ObjectDetectionTarget] = []\n",
    "metadata: list[DetectionDatumMetadata] = [\n",
    "    {\n",
    "        \"id\": 0,\n",
    "        \"max_translation_limit\": (0, 0),\n",
    "        \"limit\": (0, 0),\n",
    "        \"crop_size\": (img_nd_bgr.shape[0], img_nd_bgr.shape[1]),\n",
    "    },\n",
    "]\n",
    "for _detection in baseline:\n",
    "    boxes = baseline[0].boxes.xyxy.cpu()\n",
    "    labels = baseline[0].boxes.cls.cpu()  # note, these are floats, not ints\n",
    "    scores = baseline[0].boxes.conf.cpu()\n",
    "\n",
    "    dets.append(YOLODetectionTarget(boxes, labels, scores))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45cd8fb3-2ea6-492c-ab84-f3432b9d3440",
   "metadata": {},
   "source": [
    "### (1) Wrapping the Detection Model\n",
    "\n",
    "The first object we'll wrap will be the detection model. The cell below defines a class adapting YOLO for the [MAITE Object Detection Model](https://jatic.pages.jatic.net/cdao/maite/generated/maite.protocols.object_detection.Model.html) protocol. The `__call__` method runs the model on images in the batch and is called by the MAITE evaluation workflow later in the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e1131aa7-3716-479f-838b-0464b74106e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import maite.protocols.object_detection as od\n",
    "import ultralytics.models\n",
    "from maite.protocols import ArrayLike, ModelMetadata\n",
    "\n",
    "\n",
    "class MaiteYOLODetector:\n",
    "    \"\"\"A wrapper class for a YOLO model to simplify its usage with input batches and object detection targets.\n",
    "\n",
    "    This class takes a YOLO model instance, processes input image batches, and converts predictions into\n",
    "    `YOLODetectionTarget` instances.\n",
    "\n",
    "    Attributes:\n",
    "        _model (ultralytics.models.yolo.model.YOLO): The YOLO model instance used for predictions.\n",
    "\n",
    "    Methods:\n",
    "        __call__(batch):\n",
    "            Processes a batch of images through the YOLO model and returns the predictions as\n",
    "            `YOLODetectionTarget` instances.\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, model: ultralytics.models.yolo.model.YOLO) -> None:\n",
    "        \"\"\"Initializes the MaiteYOLODetector with a YOLO model instance.\n",
    "\n",
    "        Args:\n",
    "            model (ultralytics.models.yolo.model.YOLO): The YOLO model to use for predictions.\n",
    "        \"\"\"\n",
    "        self._model = model\n",
    "        # Dummy model metadata type to pass type checking\n",
    "        self.metadata = ModelMetadata(id=\"0\")\n",
    "\n",
    "    def __call__(self, batch: Sequence[ArrayLike]) -> Sequence[YOLODetectionTarget]:\n",
    "        \"\"\"Processes a batch of images using the YOLO model and converts the predictions to `YOLODetectionTarget`s.\n",
    "\n",
    "        Args:\n",
    "            batch (Sequence[ArrayLike]): A batch of images in (c, h, w) format (channel-first).\n",
    "\n",
    "        Returns:\n",
    "            Sequence[YOLODetectionTarget]: A list of YOLODetectionTarget instances containing the predictions for each\n",
    "            image in the batch.\n",
    "        \"\"\"\n",
    "        # Convert images to channel-last format (h, w, c) for YOLO model\n",
    "        batch_transposed = [np.transpose(batch[i], (1, 2, 0)) for i in range(len(batch))]\n",
    "\n",
    "        yolo_predictions = self._model(batch_transposed, verbose=False)\n",
    "        return [\n",
    "            YOLODetectionTarget(\n",
    "                p.boxes.xyxy.cpu(),  # Bounding boxes in (x_min, y_min, x_max, y_max) format\n",
    "                p.boxes.cls.cpu(),  # Class indices for the detected objects\n",
    "                p.boxes.conf.cpu(),  # Confidence scores for the detections\n",
    "            )\n",
    "            for p in yolo_predictions\n",
    "        ]\n",
    "\n",
    "\n",
    "# create the wrapped model object\n",
    "yolo_model: od.Model = MaiteYOLODetector(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cef0788-137f-41c1-a9e4-80e7d08b47d1",
   "metadata": {},
   "source": [
    "### (2) Wrapping the Dataset\n",
    "\n",
    "MAITE pairs images and their reference detections (aka targets, ground truth) into **datasets**. Typical ML workflows have many images per dataset; when these do not all fit in memory simultaneously, a *dataloader* object is used which can page images and annotations in from disk. For this notebook, however, each invocation of `evaluate` will use the same single-image dataset (our reference image with its baseline detections.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1dcbb5d0-b899-4355-9922-9d52fb866b4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# our single image, its baseline detections, and an empty metadata dictionary\n",
    "# switch image to channel first\n",
    "single_image_dataset: od.Dataset = JATICObjectDetectionDataset(imgs, dets, metadata, dataset_id=\"visdrone_ex\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7963f7fa-052c-476d-944e-5bbdae3181b5",
   "metadata": {},
   "source": [
    "### (3) Wrapping the Perturbations as Augmentations\n",
    "\n",
    "The `evaluate` function will perturb the image from the dataset using instances of the class defined below, one instance per perturbation value. Note that the object doesn't perform any augmentations until called by the `evaluate` workflow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "aa7a398f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nrtk.interop.maite.interop.object_detection.augmentation import JATICDetectionAugmentation\n",
    "\n",
    "identity_translation_perturber = RandomTranslationPerturber(seed=2)\n",
    "identity_translation_augmentation = JATICDetectionAugmentation(identity_translation_perturber, augment_id=\"identity\")\n",
    "\n",
    "identity_rotation_perturber = RandomRotationPerturber(seed=3)\n",
    "identity_rotation_augmentation = JATICDetectionAugmentation(identity_rotation_perturber, augment_id=\"identity\")\n",
    "\n",
    "identity_crop_perturber = RandomCropPerturber(seed=5)\n",
    "identity_crop_augmentation = JATICDetectionAugmentation(identity_crop_perturber, augment_id=\"identity\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81020be7-76ba-43e3-b231-7d2bd7c30387",
   "metadata": {},
   "source": [
    "### (4) Wrapping the Metrics\n",
    "\n",
    "We'll compare the detections in each perturbed image to the unperturbed detections using the Mean Average Precision (mAP) metric from the `torchmetrics` package. The following cell creates a mAP metrics object, wraps it in a MAITE [MAITE Object Detection Metric](https://jatic.pages.jatic.net/cdao/maite/generated/maite.protocols.object_detection.Metric.html) protocol-compatible class, and then creates an instance of this class, which will be called by `evaluate`.\n",
    "\n",
    "This code is copied directly from the [MAITE object detection tutorial](https://jatic.pages.jatic.net/cdao/maite/tutorials/torchvision_object_detection.html#metrics) (with the exception of setting `class_metrics=True`.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e33407c5-f1d7-4c7a-9a31-2d500f97edcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "from maite.protocols import MetricMetadata\n",
    "from torchmetrics import Metric as TorchMetric\n",
    "from torchmetrics.detection.mean_ap import MeanAveragePrecision\n",
    "\n",
    "##\n",
    "## Create an instance of the MAP metric object\n",
    "##\n",
    "\n",
    "tm_metric = MeanAveragePrecision(\n",
    "    box_format=\"xyxy\",\n",
    "    iou_type=\"bbox\",\n",
    "    iou_thresholds=[0.5],\n",
    "    rec_thresholds=[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0],\n",
    "    max_detection_thresholds=[1, 10, 100],\n",
    "    class_metrics=True,\n",
    "    extended_summary=False,\n",
    "    average=\"macro\",\n",
    ")\n",
    "\n",
    "##\n",
    "## This wrapper associates the MAP metric object with methods called by the evaluate\n",
    "## workflow to accumulate detection data and compute the metrics.\n",
    "##\n",
    "\n",
    "\n",
    "class WrappedTorchmetricsMetric:\n",
    "    \"\"\"A wrapper class for a Torchmetrics metric designed to simplify its usage for object detection tasks.\n",
    "\n",
    "    This class facilitates the conversion of object detection targets and predictions into the format\n",
    "    expected by Torchmetrics metrics, allowing for easier integration with existing pipelines.\n",
    "\n",
    "    Attributes:\n",
    "        _tm_metric (Callable): The Torchmetrics metric to be wrapped, which takes lists of dictionaries\n",
    "            containing torch.Tensor objects representing predictions and targets.\n",
    "\n",
    "    Methods:\n",
    "        to_tensor_dict(target):\n",
    "            Converts an `ObjectDetectionTarget` into a dictionary format compatible with the Torchmetrics\n",
    "            metric's `update` method.\n",
    "\n",
    "        update(preds, targets):\n",
    "            Updates the wrapped Torchmetrics metric with batches of predictions and targets in their native format.\n",
    "\n",
    "        compute():\n",
    "            Computes the final metric values using the wrapped Torchmetrics metric.\n",
    "\n",
    "        reset():\n",
    "            Resets the state of the wrapped Torchmetrics metric.\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(\n",
    "        self,\n",
    "        tm_metric: TorchMetric,\n",
    "    ) -> None:\n",
    "        \"\"\"Initializes the WrappedTorchmetricsMetric with the given Torchmetrics metric.\n",
    "\n",
    "        Args:\n",
    "            tm_metric (Callable): A Torchmetrics metric instance that expects predictions and targets as lists of\n",
    "                dictionaries containing torch.Tensor objects.\n",
    "        \"\"\"\n",
    "        self._tm_metric = tm_metric\n",
    "        # Dummy metric metadata type to pass type checking\n",
    "        self.metadata = MetricMetadata(id=\"0\")\n",
    "\n",
    "    @staticmethod\n",
    "    def to_tensor_dict(target: od.ObjectDetectionTarget) -> dict[str, torch.Tensor]:\n",
    "        \"\"\"Converts an ObjectDetectionTarget into a dictionary format compatible with the Torch's `update` method.\n",
    "\n",
    "        Args:\n",
    "            target (od.ObjectDetectionTarget): An object detection target instance containing boxes, labels, and scores.\n",
    "\n",
    "        Returns:\n",
    "            dict[str, torch.Tensor]: A dictionary with keys `boxes`, `scores`, and `labels`, each mapping to a tensor.\n",
    "        \"\"\"\n",
    "        return {\n",
    "            \"boxes\": torch.as_tensor(target.boxes),\n",
    "            \"scores\": torch.as_tensor(target.scores),\n",
    "            \"labels\": torch.as_tensor(target.labels).type(torch.int64),\n",
    "        }\n",
    "\n",
    "    def update(self, preds: Sequence[od.TargetType], targets: Sequence[od.TargetType]) -> None:\n",
    "        \"\"\"Updates the wrapped Torchmetrics metric with the given predictions and targets.\n",
    "\n",
    "        Args:\n",
    "            preds (Sequence[od.TargetType]): A batch of predictions in the format expected by the Torchmetrics metric.\n",
    "            targets (Sequence[od.TargetType]): A batch of targets in the format expected by the Torchmetrics metric.\n",
    "        \"\"\"\n",
    "        preds_tm = [self.to_tensor_dict(pred) for pred in preds]\n",
    "        targets_tm = [self.to_tensor_dict(tgt) for tgt in targets]\n",
    "        self._tm_metric.update(preds_tm, targets_tm)\n",
    "\n",
    "    def compute(self) -> dict[str, Any]:\n",
    "        \"\"\"Computes and returns the final metric values using the wrapped Torchmetrics metric.\n",
    "\n",
    "        Returns:\n",
    "            dict[str, Any]: A dictionary containing the computed metric values.\n",
    "        \"\"\"\n",
    "        return self._tm_metric.compute()\n",
    "\n",
    "    def reset(self) -> None:\n",
    "        \"\"\"Resets the state of the wrapped Torchmetrics metric, clearing any accumulated data.\"\"\"\n",
    "        self._tm_metric.reset()\n",
    "\n",
    "\n",
    "##\n",
    "## This is our instance variable that can compute the MAP metrics.\n",
    "##\n",
    "\n",
    "mAP_metric: od.Metric = WrappedTorchmetricsMetric(tm_metric)  # noqa: N816"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0102dfde-cb9b-46a7-8e4a-d12ccd948864",
   "metadata": {},
   "source": [
    "## Running the Evaluation\n",
    "\n",
    "We now have all the wrappings required to evaluate our range of perturbations:\n",
    "- The `yolo_model` object, wrapping the YOLO model\n",
    "- The `single_image_dataset` object, providing our source image and its baseline detections\n",
    "- The `augmentation` object, which when instantiated, applies a single perturbation value to its input\n",
    "- The `mAP_metrics` object, defining the metrics to compute at each perturbation value"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38a7fef1-a3cc-4e63-8a2b-6133274e4b1c",
   "metadata": {},
   "source": [
    "### Evaluation Sanity Check: Ground Truth Against Itself\n",
    "\n",
    "Here we quickly check the evaluation workflow by creating an *identity augmentation* (with a brightness perturbation factor of 1.0, leaving the image unchanged) and scoring it.  The detections should also be unchanged from the baseline and thus give an mAP of 1.0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a0af9f36-c69b-400f-82ec-f1fd7e9d98ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 81.67it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 104.09it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 136.14it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sanity check identity translation: overall mAP (should be 1.0): 1.0\n",
      "Sanity check identity rotation: overall mAP (should be 1.0): 1.0\n",
      "Sanity check identity crop: overall mAP (should be 1.0): 1.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from maite.tasks import evaluate\n",
    "\n",
    "# call the model for each image in the dataset (in this case, just the source image),\n",
    "# scoring the resulting detections against those from the dataset\n",
    "\n",
    "# Random Translation Perturbation\n",
    "sanity_check_results_translation, _, _ = evaluate(\n",
    "    model=yolo_model,\n",
    "    dataset=single_image_dataset,\n",
    "    augmentation=identity_translation_augmentation,\n",
    "    metric=mAP_metric,\n",
    ")\n",
    "\n",
    "# Random Rotation Perturbation\n",
    "sanity_check_results_rotation, _, _ = evaluate(\n",
    "    model=yolo_model,\n",
    "    dataset=single_image_dataset,\n",
    "    augmentation=identity_rotation_augmentation,\n",
    "    metric=mAP_metric,\n",
    ")\n",
    "\n",
    "# Random Crop Perturbation\n",
    "sanity_check_results_crop, _, _ = evaluate(\n",
    "    model=yolo_model,\n",
    "    dataset=single_image_dataset,\n",
    "    augmentation=identity_crop_augmentation,\n",
    "    metric=mAP_metric,\n",
    ")\n",
    "\n",
    "print(\"Sanity check identity translation: overall mAP (should be 1.0):\", sanity_check_results_translation[\"map\"].item())\n",
    "print(\"Sanity check identity rotation: overall mAP (should be 1.0):\", sanity_check_results_rotation[\"map\"].item())\n",
    "print(\"Sanity check identity crop: overall mAP (should be 1.0):\", sanity_check_results_crop[\"map\"].item())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a1a72bb-dbf1-431e-892e-132771cd7b92",
   "metadata": {},
   "source": [
    "### Preparing the Data\n",
    "\n",
    "Now we'll prepare the augmentation instances for the evaluation. In the cell below, you can set three parameters for sweeping the set of perturbation values:\n",
    "- **SWEEP_LOW**: the minimum perturbation value (must be >= 0)\n",
    "- **SWEEP_HIGH**: the maximum perturbation value\n",
    "- **SWEEP_COUNT**: how many perturbations to generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "48b5e334-d8eb-415c-b263-4c4bd3618b43",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated 30 translation perturbation datasets\n",
      "Generated 30 rotation perturbation datasets\n",
      "Generated 30 crop perturbation datasets\n"
     ]
    }
   ],
   "source": [
    "# Create Translation perturbation datasets\n",
    "SWEEP_LOW = 0.0\n",
    "SWEEP_HIGH = 100\n",
    "SWEEP_COUNT = 30\n",
    "\n",
    "translation_perturbation_values = np.linspace(SWEEP_LOW, SWEEP_HIGH, SWEEP_COUNT, endpoint=True)\n",
    "translation_augmentation_datasets = []\n",
    "for idx, p in enumerate(translation_perturbation_values):\n",
    "    dset_metadata: list[DetectionDatumMetadata] = [{\"id\": idx, \"max_translation_limit\": (round(p), round(p))}]\n",
    "    translation_augmentation_datasets.append(\n",
    "        JATICObjectDetectionDataset(imgs, dets, dset_metadata, dataset_id=f\"augment_{idx}\"),\n",
    "    )\n",
    "\n",
    "print(f\"Generated {len(translation_augmentation_datasets)} translation perturbation datasets\")\n",
    "\n",
    "# Create Rotation perturbation datasets\n",
    "SWEEP_LOW = 0.0\n",
    "SWEEP_HIGH = 360\n",
    "SWEEP_COUNT = 30\n",
    "VISUALIZATION_INDICES = [3, 9, 21]\n",
    "\n",
    "rotation_perturbation_values = np.linspace(SWEEP_LOW, SWEEP_HIGH, SWEEP_COUNT, endpoint=True)\n",
    "rotation_augmentation_datasets = []\n",
    "for idx, p in enumerate(rotation_perturbation_values):\n",
    "    dset_metadata: list[DetectionDatumMetadata] = [{\"id\": idx, \"limit\": (round(p), round(p))}]\n",
    "    rotation_augmentation_datasets.append(\n",
    "        JATICObjectDetectionDataset(imgs, dets, dset_metadata, dataset_id=f\"augment_{idx}\"),\n",
    "    )\n",
    "\n",
    "print(f\"Generated {len(rotation_augmentation_datasets)} rotation perturbation datasets\")\n",
    "\n",
    "# Create Crop perturbation datasets\n",
    "SWEEP_LOW = (img_nd_bgr.shape[0] // 4, img_nd_bgr.shape[1] // 4)\n",
    "SWEEP_HIGH = (img_nd_bgr.shape[0], img_nd_bgr.shape[1])\n",
    "SWEEP_COUNT = 30\n",
    "\n",
    "crop_perturbation_values = np.linspace(SWEEP_HIGH, SWEEP_LOW, SWEEP_COUNT, endpoint=True)\n",
    "crop_augmentation_datasets = []\n",
    "for idx, p in enumerate(crop_perturbation_values):\n",
    "    dset_metadata: list[DetectionDatumMetadata] = [{\"id\": idx, \"crop_size\": (round(p[0]), round(p[1]))}]\n",
    "    crop_augmentation_datasets.append(\n",
    "        JATICObjectDetectionDataset(imgs, dets, dset_metadata, dataset_id=f\"augment_{idx}\"),\n",
    "    )\n",
    "print(f\"Generated {len(crop_augmentation_datasets)} crop perturbation datasets\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "549d0d4d-eabd-4f54-a487-7cfbc99916c9",
   "metadata": {},
   "source": [
    "### Calling Evaluate on the Augmented Data\n",
    "\n",
    "We loop over all the augmentations, calling `evaluate` on each one and building up a list of resulting metrics for analysis.\n",
    "\n",
    "You can also optionally select perturbations to visualize:\n",
    "- **VISUALIZATION_INDICES**: a list of perturbation indices *p*, 0 <= *p* < sweep_count. The visualizations for these instances will be rendered along with their corresponding detections."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "70a341dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ultralytics.engine.model import Model\n",
    "\n",
    "VISUALIZATION_INDICES = [3, 9, 21]\n",
    "\n",
    "\n",
    "def _visualize_perturbation(\n",
    "    idx: int,\n",
    "    dataset: JATICObjectDetectionDataset,\n",
    "    model: Model,\n",
    "    augmentation: JATICDetectionAugmentation,\n",
    "    metric: od.Metric,\n",
    "    perturbation_name: str,\n",
    "    perturbation_value: float | tuple[float, float],\n",
    ") -> dict[str, Any]:\n",
    "    \"\"\"Visualizes the results of perturbations on a dataset.\"\"\"\n",
    "    result, _, _ = evaluate(model=yolo_model, dataset=dataset, augmentation=augmentation, metric=metric)\n",
    "\n",
    "    if idx in VISUALIZATION_INDICES:\n",
    "        # quickest way is to re-evaluate\n",
    "        print(f\"Perturbation #{idx}: {perturbation_name} perturbation value {perturbation_value}\")\n",
    "        datum = dataset[0]\n",
    "        batch = ([datum[0]], [datum[1]], [datum[2]])\n",
    "        # Extract the image from the augmentation and switch it to channel last\n",
    "        aug = np.transpose(augmentation(batch)[0][0], (1, 2, 0))\n",
    "        # Plot image\n",
    "        ax_idx = VISUALIZATION_INDICES.index(idx)\n",
    "        ax[ax_idx].imshow(model(aug)[0].plot())\n",
    "        ax[ax_idx].set_title(f\"{perturbation_name}: {perturbation_value}\")\n",
    "        _ = ax[ax_idx].axis(\"off\")\n",
    "    plt.tight_layout()\n",
    "\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "515e2061",
   "metadata": {},
   "source": [
    "#### For Translation perturbed datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a4951dfc-c2cc-434a-8fd2-1786ba3acf96",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 94.01it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 91.09it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 96.84it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 94.33it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perturbation #3: Random translation perturbation value (10, 10)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 97.28it/s]\n",
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      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 92.26it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 93.96it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 98.82it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perturbation #9: Random translation perturbation value (31, 31)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 94.38it/s]\n",
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      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 98.87it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 98.17it/s]\n",
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      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 97.73it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 100.27it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 51.21it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perturbation #21: Random translation perturbation value (72, 72)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 90.93it/s]\n",
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     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 3000x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "translation_perturbed_metrics = list()\n",
    "_, ax = plt.subplots(len(VISUALIZATION_INDICES), figsize=(30, 12))\n",
    "for idx, dataset in enumerate(translation_augmentation_datasets):\n",
    "    # reset the metric object for each dataset\n",
    "    mAP_metric.reset()\n",
    "    perturber = RandomTranslationPerturber(seed=2)\n",
    "    augmentation = JATICDetectionAugmentation(perturber, augment_id=str(idx))\n",
    "    result = _visualize_perturbation(\n",
    "        idx=idx,\n",
    "        dataset=dataset,\n",
    "        model=model,\n",
    "        augmentation=augmentation,\n",
    "        metric=mAP_metric,\n",
    "        perturbation_name=\"Random translation\",\n",
    "        perturbation_value=dataset[0][-1][\"max_translation_limit\"],\n",
    "    )\n",
    "    translation_perturbed_metrics.append(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23aaafd1",
   "metadata": {},
   "source": [
    "#### For Rotation perturbed datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9421fb83",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 105.20it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 89.25it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 92.78it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 93.28it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perturbation #3: Random rotation perturbation value (37, 37)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 89.18it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 89.22it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 27.32it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 87.21it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 93.93it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 91.52it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perturbation #9: Random rotation perturbation value (112, 112)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 94.06it/s]\n",
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      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 94.64it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 96.40it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 98.67it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 94.83it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 94.59it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 94.54it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 94.75it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 98.70it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 98.58it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perturbation #21: Random rotation perturbation value (261, 261)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 92.59it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 93.47it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 93.09it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 93.47it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 93.01it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 93.40it/s]\n",
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      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 118.97it/s]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 3000x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rotation_perturbed_metrics = list()\n",
    "_, ax = plt.subplots(len(VISUALIZATION_INDICES), figsize=(30, 12))\n",
    "for idx, dataset in enumerate(rotation_augmentation_datasets):\n",
    "    # reset the metric object for each dataset\n",
    "    mAP_metric.reset()\n",
    "    perturber = RandomRotationPerturber(seed=3, limit=dataset[0][-1][\"limit\"])\n",
    "    augmentation = JATICDetectionAugmentation(perturber, augment_id=str(idx))\n",
    "    result = _visualize_perturbation(\n",
    "        idx=idx,\n",
    "        dataset=dataset,\n",
    "        model=model,\n",
    "        augmentation=augmentation,\n",
    "        metric=mAP_metric,\n",
    "        perturbation_name=\"Random rotation\",\n",
    "        perturbation_value=dataset[0][-1][\"limit\"],\n",
    "    )\n",
    "    rotation_perturbed_metrics.append(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57d44739",
   "metadata": {},
   "source": [
    "#### For Crop perturbed datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e32025c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 116.35it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 121.11it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 125.86it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 121.66it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perturbation #3: Random crop perturbation value (498, 886)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 123.85it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 121.24it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 122.48it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 127.46it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 125.41it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 125.41it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perturbation #9: Random crop perturbation value (414, 737)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 126.98it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 128.18it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 125.15it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 129.54it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 124.55it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 128.91it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 127.95it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 128.41it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 130.33it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 128.70it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 129.17it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 126.69it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perturbation #21: Random crop perturbation value (247, 439)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 131.24it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 128.10it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 114.14it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 115.24it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 134.04it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 125.29it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 123.22it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 129.78it/s]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 3000x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "crop_perturbed_metrics = list()\n",
    "_, ax = plt.subplots(len(VISUALIZATION_INDICES), figsize=(30, 12))\n",
    "for idx, dataset in enumerate(crop_augmentation_datasets):\n",
    "    # reset the metric object for each dataset\n",
    "    mAP_metric.reset()\n",
    "    perturber = RandomCropPerturber(seed=5, crop_size=dataset[0][-1][\"crop_size\"])\n",
    "    augmentation = JATICDetectionAugmentation(perturber, augment_id=str(idx))\n",
    "    result = _visualize_perturbation(\n",
    "        idx=idx,\n",
    "        dataset=dataset,\n",
    "        model=model,\n",
    "        augmentation=augmentation,\n",
    "        metric=mAP_metric,\n",
    "        perturbation_name=\"Random crop\",\n",
    "        perturbation_value=dataset[0][-1][\"crop_size\"],\n",
    "    )\n",
    "    crop_perturbed_metrics.append(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0303b6a-f587-43c8-ae9f-0057a7884241",
   "metadata": {},
   "source": [
    "## Evaluation Analysis\n",
    "\n",
    "Now we can plot how the metrics (for example, mAP @ IoU=50) vary with perturbation level, keeping in mind this is a **relative** mAP against the detections in the unperturbed image.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "09b6804b-c98c-46fb-af98-ab5598892ba7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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L+J1NFcr/AGb4v0//AI9NZtNQQdI72HYf++l6/jR/wkev2v7u98LXDv0V7SZZFY/+yj60exb+Fp/152D2yXxJr5f5XOqorlftXjPUP9TYWGlxnvcSmVwPYLx+dVr/AEXxNaWp1KPxBPeXtuRILVYxHFIB1XaOvFNUlezkhOs7XUX/AF66nZ0VR0fVbfWtLgv7Y/JIOVPVG7qfcGr1ZNNOzNk01dBRRRSGFFFcldeNhBqVwINNnutLtGEdzeQ87H74HcDuf/rZuFOU/hInUjD4mdbRVaxv7TU7RLqynSeFujIf0PofarNS007MpNNXQUUUUhhRRRQAUUUUAFFFFABRRRQAhIUEkgAckmuMmln8cXbW1s7w+HoXxNMOGu2H8K/7PvVvxXeT3ktv4b09yt1fDM7j/ljB/ET9en510VlZwafZQ2lsgSGFAiL7Cto/u483V7f5/wCRhL95Ll6Lfz8v8x9vbw2tvHBBGscUahURRgAVJRRWJuFFFFABRRRQAUUUUAFFFFABXOeJf+Q94R/7Cr/+kdzXR1zniX/kPeEf+wq//pHc0AdHRRRQAUUUUAFFFFABRXM2PjjTr6+toUtb6O1u5ngtL+SJRBcSLnKqd27na2CVAOOCa0da1+DRfssbW1zd3d25jt7W1UNJIQNzEbiFAAGSSQOnrQBq1zniX/kPeEf+wq//AKR3NaWi6za67p/2u1WVNsjwywzLtkikU4ZGHYg/4jis3xL/AMh7wj/2FX/9I7mgDo6KKKACiiigAooooAKKKKACiiigAooooAK5DXIZfDWsf8JJZozWkuE1KBB1HaUD1Hf/AOuTXX02SNJY2jkUOjgqysMgg9QaunPlfkRUhzrz6DYJormCOeF1kikUMjqcgg9DUlckfDeq6ETJ4b1DNuDk6feEtH9Fbqv+eans/GVsLhbLWraTSb09FuP9W/8Auv0Iq3SvrDVfj9xCrW0qKz/D7zpqKYJYyARIhB6EMKXzI/76/nWJtcdRTfMj/vr+dHmR/wB9fzoAdRTfMj/vr+dMluYIIXllmRI0UszFuAB1NFhXRmeJNbGiaZ5kaebeTMIrWEcmSQ9OPQdaTw1oh0bTiJ382/uG866mPJdz/QdP/wBdZWgQyeItYfxNdoVtkzFpsTD7qdDIR6n/AD2rrq2n7i9mt+v+Xy/Mxp+/L2j26f5/P8gooorE3CiiigAooooA464/4o/xJ9rX5dF1OTEw7W856N7A9/8A6wrsarahYW+qafPZXSb4Zl2sP6j3HWuf8MahPZzzeHNUkzeWQzBK3Hnw/wALD3HQ/wD662f7yPN1W/p3MF+7ly9Ht69jqaKb5kf99fzrJ8Qa9FouneagE93K3l20C8mSQ9B9PWs4xcnZGspKKuyh4l1S5muYvD2kPjULpcyyj/l2i7sff0//AFVtaVpdro+mQ2FqmIo1xk9WPcn3NZ/hrQ30u2lub1/O1S8bzLqX37KPYVu1dSSS5I7fm/62M6cW3zy3f4L+tzl77wrJa3b6l4cuBYXh5kgI/cT+zL2+o/8Ar1NpXiqO4uxpurW7abqg48qU/JJ7o3Q/T+ddFVHVdHsNatDbX9usqdVPRkPqD1BpqopK1T7+v/BB03F3p6eXT/gF6iuO83XPCPE/m6voy/8ALQc3EA9x/EB6/wAq6XT9WsNVtFurK6jlibuDyD6EdQfY1MqbirrVdyoVVJ2ej7Fyim+ZH/fX86PMj/vr+dZmg6im+ZH/AH1/OjzI/wC+v50AOopvmR/31/OjzI/76/nQA6qmp6jb6Tps99cttihXcfU+gHuTxVnzI/76/nXI3h/4SvxSunr82laWwkuSOks38Ke4Hf8AH2rSnDmeuy3M6k+VabvYt+EtOuPLn1zUVxqOokOVP/LKP+FB+GP09K6WiipnNzldjhBQjZBRRRUlhRRRQAUUUUAFFFFABRRRQAVzniX/AJD3hH/sKv8A+kdzXR1zniX/AJD3hH/sKv8A+kdzQB0dFFFABRRRQAUjDcpGSMjGRS0UAeYaVaajLo3hTws+lX0N1o95C93cSQMsAjg3YZZPuvv+XAUk/Mc4xW1qt3PJqvhvxQml6kbSBLqC4t/srG4iEm3a5iGWIzFjjJwwNdrRQBzPgu1uY7XVb65tpbX+0tSlu4oJl2ukZCou4diQm7HUbueaztV0Cz03xX4Wu4JtQeSXVJQy3GoTzIM2lweEdyo6dgMdK7euc8S/8h7wj/2FX/8ASO5oA6OiiigAooooAKKKKACiiigAooooAKKKKACiiigAqveWNrqFu1veW8c8TdUkXIqxRTTtqhNJ6M5n/hX3hb/oFj/v/J/8VR/wr7wt/wBAv/yPL/8AFV01Fae3q/zP7zP2FL+Vfcjmf+FfeFv+gX/5Hl/+Ko/4V94W/wCgX/5Hl/8Aiq6aij29X+Z/eHsKX8q+5HM/8K+8Lf8AQL/8jy//ABVH/CvvC/8A0Cx/3/k/+KrpqKPb1f5n94ewpfyr7kMiiSGJIokCRooVVUYAA6AU+iisjUKKKKACiiigAooooAKy9W8O6TrpibUrNZ2iyEbcykA+6kVqUU4ycXdOwpRUlaSucz/wr7wt/wBAv/yPL/8AFVa07wfoOlXi3dlp6xzpna5kdsZ9NxNblFW61Rqzk/vM1RpJ3UV9wUUUVmahRRRQAVgXngnw5fXL3E+lxmVzlijugJ9cKQK36KqM5R1i7EyhGeklc5n/AIV94W/6Bf8A5Hl/+Ko/4V94W/6Bf/keX/4qumoq/b1f5n95HsKX8q+5HM/8K+8Lf9Av/wAjy/8AxVH/AAr7wt/0C/8AyPL/APFV01FHt6v8z+8PYUv5V9yOZ/4V94W/6Bf/AJHl/wDiqP8AhX3hb/oF/wDkeX/4qumoo9vV/mf3h7Cl/KvuRzP/AAr7wt/0C/8AyPL/APFVtaZpVjo1p9l0+3WCHcW2gk5J7knJNXKKmVWclaTbHGlCLvGKXyCiiioNAooooAKKKKACiiigAooooAKKKKACuc8S/wDIe8I/9hV//SO5ro65zxL/AMh7wj/2FX/9I7mgDo6KKKACiiigAooooAKKKKACsjXdCGtixZdQu7CeyuPtEM1qIywYxvGRh1YEbZG7Vr0UAc5/wjWq/wDQ665/35s//jFH/CNar/0Ouuf9+bP/AOMV0dFAHET6Vr8fiiw05PF+tm0ns7ieSX7PaZV0eEKM+RgZEj8e3sa1P+Ea1X/oddc/782f/wAYpk/jjTrfUJYGtb5rSC6Wzm1FYl+zxTEgBGO7d1YAkKVBOCRXTUAc5/wjWq/9Drrn/fmz/wDjFH/CNar/ANDrrn/fmz/+MV0dFAHOf8I1qv8A0Ouuf9+bP/4xR/wjWq/9Drrn/fmz/wDjFdHRQBzn/CNar/0Ouuf9+bP/AOMUf8I1qv8A0Ouuf9+bP/4xXR1g6r4nGm6zDpMGkajqN3Jbtc7bTyQFQMFJJkkTuR0zQBjaXpWv3mo61BP4v1tI7O8WCBhb2g3oYInJOYOfmdhken1rU/4RrVf+h11z/vzZ/wDxinaj4uh064itRpWp3V4bYXc1tbRo728Z4y/zhc5DDClidpxmtmwvrbU9Pt7+zlEttcxrLFIOjKwyDQBif8I1qv8A0Ouuf9+bP/4xR/wjWq/9Drrn/fmz/wDjFdHRQBzn/CNar/0Ouuf9+bP/AOMUf8I1qv8A0Ouuf9+bP/4xXR0UAc5/wjWq/wDQ665/35s//jFH/CNar/0Ouuf9+bP/AOMVr6nftp1kbhbK7vGBAENqgZzn6kD8SayR4y05vC+na8kF28Wo+WLS2WMGaV35VAM4zgEnnAAJzQBlaBpWv6lp0s934v1uKRby5gCrb2i5SOd0Q8wd1VTnvnitT/hGtV/6HXXP+/Nn/wDGKVPGmmjR73ULiG7tnsZlt7izliHnrK23YgVSQxbeu3BIO7rVvRfEMGsz3dqbS7sb202Ga1u1UOquDtYbWZSpweQTyCKAKf8AwjWq/wDQ665/35s//jFH/CNar/0Ouuf9+bP/AOMV0dFAHOf8I1qv/Q665/35s/8A4xR/wjWq/wDQ665/35s//jFdHRQBzn/CNar/ANDrrn/fmz/+MUjeG9WCkjxprmQP+eNn/wDGKueJPEMfhrSpNRmsL67hiR5JRaRqxjRVLMx3MoAwD3qHVfFEWmvpcUWm39/PqQYwQ2oiDYVQxyXdQOD60AY/h3Sde1XwzpWoXni/W4bq6tIppo1gtFCOyAkAGDIwT3rT/wCEa1X/AKHXXP8AvzZ//GKsX3iSPTdLtLq70++S5u5RDBp4VHneQ5O35XKdFLZ3YAHJqxomuW2u200kMU8EtvMYLi3uFCyQyAA7WAJHQgggkEEc0AZ//CNar/0Ouuf9+bP/AOMUf8I1qv8A0Ouuf9+bP/4xXR0UAc5/wjWq/wDQ665/35s//jFH/CNar/0Ouuf9+bP/AOMV0dFAHOf8I1qv/Q665/35s/8A4xWXr+la/punRT2ni/W5ZGvLaAq1vaNhJJ0RzxB2VmOe2Oa19Y8WR6JLctc6RqrWVqA1xfRwqYY1wCW5YMwAPJVTjB9KXVvFltpl6tnDY3+o3H2f7VJHYxq5ihyQHbcwHJBwBknBwKAI/wDhGtV/6HXXP+/Nn/8AGKP+Ea1X/oddc/782f8A8Yp114wsI4dNexgu9Uk1GE3FtDZIpdogAS53soUDco5IOTjrWppGrWuuaVBqNkzGCYHAdSrKQSGVgehBBBHqKAMn/hGtV/6HXXP+/Nn/APGKP+Ea1X/oddc/782f/wAYro6KAOc/4RrVf+h11z/vzZ//ABij/hGtV/6HXXP+/Nn/APGK6OigDnP+Ea1X/oddc/782f8A8YrL1TStfs9R0WCDxfrbx3l40E7G3tDsQQSuCMQcfMijJ9fpWtc+LobK+EN5pOqW9q1yLUX8kKiEyM2xf4t4UtgBiuORzzRL4rI1680m00LVL2SzMYnmg8gRpvUMPvyqx4PYUAN/4RrVf+h11z/vzZ//ABij/hGtV/6HXXP+/Nn/APGKfrHi210i+ks1sNQv5oIBc3Isolf7PESQGbLDrtbCrljtPFbVpdQX9nBeWsiy288ayxSL0ZWGQR9QaAML/hGtV/6HXXP+/Nn/APGKP+Ea1X/oddc/782f/wAYro6KAOc/4RrVf+h11z/vzZ//ABij/hGtV/6HXXP+/Nn/APGK6OigDnP+Ea1X/oddc/782f8A8YrLn0rX4/FFhpyeL9bNpPZ3E8kv2e0yro8IUZ8jAyJH49vY1rp4sjXU7ayvdJ1OwF3KYbe4uUj8uVwpbblXYqSFYjcBnFQ6b4307U720hjtL6G3vmdbG9miCw3RUEkIQxIyFJG4LkDjNAD/APhGtV/6HXXP+/Nn/wDGKP8AhGtV/wCh11z/AL82f/ximJ4406TUUtxa3wtJLs2KaiYl+zvOCV2A7t33gV3bdpPGa6agDnP+Ea1X/oddc/782f8A8Yo/4RrVf+h11z/vzZ//ABiujooA5z/hGtV/6HXXP+/Nn/8AGKP+Ea1X/oddc/782f8A8Yro6gvblrOzkuFtprlkGRDAAXf2GSB+ZFAGH/wjWq/9Drrn/fmz/wDjFZel6Vr95qOtQT+L9bSOzvFggYW9oN6GCJyTmDn5nYZHp9auT+PLOztNQkvdL1O1ubGOKWSzlSPzXSR9iMhDlCC2R97jHNaUfiAR6Ve6lqum3ukW1mhkkN4YiSoGSR5Tv6fWgCr/AMI1qv8A0Ouuf9+bP/4xR/wjWq/9Drrn/fmz/wDjFTaP4pt9Wv2sJLC/0+78gXMcN7GqtLFnG9drMOCQCDgjIyOa3aAOc/4RrVf+h11z/vzZ/wDxiki8KT/2pp99e+JNVv8A7DM00UM6W6pvMbx5PlxKfuu3eukooAKKKKACiiigAooooAKKKKACiiigAooooA8vvbPURoWteEV0u+e7vtVllhulgYweTLP5pkaX7oKgkEE7srwOa9QoooAKKKKACiiigArkPF0Hh6e8Uav4cvtTuBb4hlt7CSbAJPyq6jCNkZySvUc119FAHmmgHWvCdyt7rmnalfzXukWsTPaxNcOs8JkzG5XOCRIvzn5SQ2TXXeC9LudF8GaTp94oW5ht1EqA5CMeSufbOPwrdooAKKKKACiiigCpqOoRaZZPdTQ3MqKQClrbvO5yccIgJP5V5noQvE8F+DZhpOq+d4emjN7ayWMschVoZI2KKygybS4Py54Br1eigDzK807UtT/tfxFb6bdhDqthd29nLEY554rbZvbY2CCfm2g4J2jjmug0Iz6t4z1LXxZXdpZGxgsoftcDQvKyvI7NsYBgBvAGRzzXUSXVvFcQ28k8STTZ8qNnAaTAydo6nA5OKloAKKKKACiiigDmPiBcGPwPrFrHaXt1Pe2U9tDHaWsk7F2jYLkIDtGe54rOu7nQNV0XS21nw3ql6saMiLLo87tE4VQcpt3DPZsY4PNdxRQB5pZ2GrabpfhvVbiwvpINN1K6cWeDNcw2kqypFkAksyBkyBkgcdq6PwlDcTah4g1ma1ntItSvEe3huEKSeXHCke5lPKlipODzjFdRUVvdW90rtbzxTKjtGxjcMFdThlOOhBBBHYigCWiiigAoqK2ure9to7m1nint5VDRyxOGVwehBHBFS0AcD4t1Z9R1iTw7dWGsRaKqK17cW2mXE32wEZ8lGjQgLj77Zz/CO5Fm5uZvD3jC/wBVOl6heWepafbpCbO1aRkkiMn7tlAymRIpBOBwckV2tFAHmmi6bf8Ag1/Dt7f2F3cRpo72VytlC07W8pkWQDagJK/eXIBGVHY11HgixurLw6WvYGt57u7ubwwPjMQlmeRVOO4DDPvmujooAKKiN1brdpaNPELl0MiwlxvZQQCwHUgFgCfcetS0AFFRSXVvDPDBLPEk05IijZwGkIGTtHfA54qWgDz+/wBXOueLBZajp2s2+k6ddr5Ua6XcOt7OrfLIzqhURK2COfmI3HAAzF40stOvZNSXT/Duov4odQtpqENnImJQo2OLjG0KvGQW7EYNei1El1by3MtvHPE88IUyxK4LIGzt3DqM4OM9cUAcXcT3vhvxRrN7Npd9qCalZ2/kNZW7SgzRh1aNsfcBypBbC8nnit/whpc+ieDtG0u6INxa2cUUuDkBgoyAfTNbVFABRRRQAUUUUAeb6jB/b3ibTbvS7LXkuvPYXX9owzLbW8RjZGZBL8qvyMGLk5OeCaZpMOoXlh4N8PvpN9bXGhzRPfTywMsKiGFoxskPyvvJGNpPBOcV6XRQB5fDZ6ifD1n4NOl3wu4dWSR7swN9nECXXn+aJfuklQBtzu3HGO9eoUUUAFFFFABVXUbtbGwluXhuZlTGUtozJIQSBkKvJxnPHPFWqKAPMrCxs1vtanl0fW77w9cW0CzDUbaaa4llWQ4CrJ++aNQQSDkA9B1qJvD9zqOkeLLbQNLubDSbm0h+xWd1G0AkuVLM5SN8GNWHlryACRmvUqKAONsJ5/EXjew1WPTb+ytNP0+eKRr23aFnllaM7AG5YKIySwyORgmuyoooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKy/Ev8AyKusf9eU3/oBrUqK5tory1mtZ03wzI0ci5IypGCMjnoaAPJfCWn3Gma/4VnGj6dottLpkjM9lMXOpN5SkK6hFAYcvzk8HBODW1peu68bDwxr1zqy3EGu3CRSaeII1SBZUZl8tgNxKYGdxOeeldpJoenTWdhavb5h0945LUCRgY2jGFIIOTxkcnkEg5zVSy8H6Dp2prqFrYbLhGd4wZXaOJnzuKRliiE5OSoHU0Acb4WefQfAN/qNzr+oGP7bdQxoLaFyshvHQFFCAs7MehJXLdAOlDV9Y1i98MeN9D1GXUUNvowu4Zb2G3SfawkDIwiyhU7MZwGwx6cGvQG8HaE6X8bWbmG/YvcQm5l8osW3llTdtRt3zblAOec0Wng7QbI3hisSzXtv9mummnklaaP5uHLsS33iMnnGBnAFAGStxqWjat4YsH1W5vorsXLzGeKIOwWEMqjYi4APpyc8k1m6VruvfYfDGv3Wqrc2+u3CRSaeIEVIFlRmXy2A3kpgA7ic89K66y8MaVYPZvDFOz2TO1u011LKY96hWALseMADHQdsVFZeD9B07U11C1sNlwjO8YMrtHEz53FIyxRCcnJUDqaAOQtNc8RppNtr0+s+bCddawaz+zRhGgN20AJYDdvAIIIIGFGQTk103jzU9Q0jwu11plzHbXZu7WJZZEDqoedEbIPbDH39CK0B4b0kaamnC0/0RLr7YsfmPxN5vnbs5z/rOcdO2McVW8X6C/iTQRpqCAhrq2lkWfO1o0mR3XgHqqkfjQBzOr+JNa8ItrltPenV2g01L62lmhRGjdpDGVYIFUrnDDocBgT3pItV8X2NtqstzFqn2WPS7idbnUIbRGhuEXKbBCxDKfm4YHG0cnNdbY+FdF06C8hhst6XqhLn7RK85lUAgKxkLEqAThegyeKhtfB2h2cVxFFbzmOe3a2dZbyaQCJuqKGc7BwPu46UAcXqljrd7aeCLu98S3f2m81GJz5NvAqQs1rM2UBjOccj5sjk8dMdAusajbXXi62lv2lXSrGGS3kkjQEMYWZnOFAOWXPTHoAOK377w/pmo6Zb6dc27G2tijQBJnjeIqMKVdSGBA4yDnk1TvvBeg6lIr3lnJK4gW2Ym5lHmxrnCyYb95jJ5fJyc0Ac7p+o+INb1rSLJNaezgl0CC/uHit4md5mbBI3KQAe/HbjHWsewvNY0fQ9f1211UC3svEF2Dp/koUmQ3RDBmI3BzuO3BA6cGvSbPQ9OsLmG5trfy5YbRLKNt7HEKnKrgnse/X3rNTwN4cS/N6unHzmumvGBnkKPMWL+YybtrNuOQSDjjGMCgDlvF3i7UtLn1XUNKudTuLfSpEW4iW1t/sikBSyM7kSEkN1TOCw4OK0tIsLp/il4lnXV7tIkjs2a3WOLZICkmFJKbgBjjBB55JrX1LwL4c1ee7mvtPMpu8G4QXEqRyMAAGKKwXdgD5sZ461oS6Bp0utprBilS+VVQyRXEkYdRnAdVYK+NxxuBxmgDiNA1zXvEdl4ZsF1ZrGa60c6jdXcVvE0krBkUKqspRRliT8voBiltvEHiDVn8OWMeppay3F3f2l5cwwIwlFuWUOgYEAnbn0GTwcYrqpfBmgy6bYaebJ0g09PLtDFcSxyRKRggSKwfBAGRnnHNW4PD2k2p037PZJENNV1tAhIEYYYbjODkeufXrQBQ8IajfXtnqNvqFx9pn0/UJrP7RsCGVVwVYhcAHDAHAA46Vy3iHxdqWn391qGm3Op3NjZ30dtOhtbdbMfOqOm8kSlhuPK5GeMYr0Gy020043RtIvLN1O1xN8xO6RgATyeOg4HFY954F8OX91PcXOnl2nlE0iC4lWMyDHz7A20NwPmAyfWgDntX1LxG994zms9b+y2+iRpLawC2jcOfs4kZXLDO0n0IPJ56CrJ1fWtd1W+Fjqg0uDT9Pt7kR+SkgmklVn+csMhAFA+XB6811L6Fpsn9qb7bP9qrtvPnb96Nnl+vy/KMcY/Ouc8T+EJdRlg/s3TdNby7T7KJrm8niZUGcKyICJkHXa5xnPrQBg6br1003h3xBek3V2PCN1eS4UKZXDW7HgDAyfQVoeF9W8XXmoaTcXVtqU1hexl7trmG0jhhBQsrQmOQuRuwMNu4bORiun0bwvYaRZ6VGE86407Txp8c7EjdH8m7K5xyUU0mneEdE0m8jubG1liaLPlR/aZWiiyCDsjLFF4J6AUAR6zqN1a+K/DVnDLtt7yW4WdNoO8LCzLyRkcgHjFcno+ueIxpHh7XL3WftCX+pfYpbP7NGqeW0jorBgA28YU9cdsd69CuNNtLu+s72eLdcWbO0D7iNhZSrcA4OQSOc1Uj8N6TFp1nYJaYtbKcXNunmP8kgYsGznJ5JODkUAUvF2o31lbaba6fOttcajfx2f2koH8lSrMWAPBOEwM8ZYda4uXVdT8L6j44uftX9o30I02CKZokVj5hKAuoKrkb8/wg4HTNelappVjrVg9lqEAmt2IbbuKkMDkEMCCpBGQQQRWfZ+D9AsYL+GLT1ZNQRUuxPI8pnC5A3FyST8x56/kKAOSl8Q+LND0vWry7tNQktYLEywXGqR2yMk+4LtxAxBTDbuQCNp5Oavrda/pHjC00q619tQt5tKubo+ZbRI4lRowD8qj5fmOB7nJPGNyHwnpdjaXkdpbNK1xbtAUvbqadCpH3CHZsL6gVh+G/A81hr51S9t7S2SOyezit7e7muiVdlJLSSgMAAgCoBgZPrQBkRa/wCJ7fwb4av5dSub6/1/yI9tvbW48gGJpC0YbapdguPnbbkkgcbTPc+JPFmlaJOl1ZX/AJ09/b2ljcXMVt9oZZPvZRH8osCCFJKgllyODntZPDekTaDb6JJZq2n2yIkMRdsxhAAhVs7gRgYbOfeoo/Ceipplzpz2rz21yQZhc3Ek7MR0O52LAjqMHg9KAOYivfHP9marFFZ6gzp5DWs97HaLcEF8TKFjfy2IQZXdtyTg5xz0HhLUft1pdxSajfXd1bzbJkv7ZIJ4SVBCsqKqkYOQQMHPU1JH4P0aKzuLURXTJOUMjPfTvJ8hJXDlyy4yehHWruk6Jp+iQyx2ELJ5z+ZK8kryvI2AMs7ksxwAOT2oA0KKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigD//Z",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "map50_list = [m[\"map_50\"].item() for m in translation_perturbed_metrics]\n",
    "plt.title(\"relative mAP@50 on translation perturbed dataset\")\n",
    "plt.xlabel(\"Translation perturbation factor\")\n",
    "plt.ylabel(\"relative mAP @ 50% IoU\")\n",
    "_ = plt.plot(translation_perturbation_values, map50_list)\n",
    "plt.show()\n",
    "\n",
    "map50_list = [m[\"map_50\"].item() for m in rotation_perturbed_metrics]\n",
    "plt.title(\"relative mAP@50 on rotation perturbed dataset\")\n",
    "plt.xlabel(\"Rotation perturbation angle in degrees\")\n",
    "plt.ylabel(\"relative mAP @ 50% IoU\")\n",
    "_ = plt.plot(rotation_perturbation_values, map50_list)\n",
    "plt.show()\n",
    "\n",
    "map50_list = [m[\"map_50\"].item() for m in crop_perturbed_metrics]\n",
    "plt.title(\"relative mAP@50 on crop perturbed dataset\")\n",
    "plt.xlabel(\"Crop size window\")\n",
    "plt.ylabel(\"relative mAP @ 50% IoU\")\n",
    "plt.xticks(fontsize=8, rotation=90)\n",
    "_ = plt.plot([f\"({round(p[0])}, {round(p[1])})\" for p in crop_perturbation_values], map50_list)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a8720fd-32dc-493d-ab5c-81c313615504",
   "metadata": {},
   "source": [
    "### Evaluation Interpretation\n",
    "\n",
    "The metric shown, mAP@50, is the average precision of detections across all classes when the bounding box IoU is at least 0.5 (for more details, [see here](https://lightning.ai/docs/torchmetrics/stable/detection/mean_average_precision.html).) After translation is introduced, there is immediately a precipitous drop in performance. \n",
    "\n",
    "**Translation perturbation effect**:\n",
    "After a `max_translation_limit` of around 20, the mAP drops to 0. This is potentially due to the large amount of black space resulting from the newly translated image. (Note the relative mAP is guaranteed to be 1.0 when the perturbation is 0.0, i.e. when the image is unchanged, the two detection sets are identical.)\n",
    "\n",
    "**Rotation perturbation effect**:\n",
    "As soon as we introduce a mere 30 degree rotation `limit`, the mAP drops to `<0.2`. This is potentially due to the fact that model is not robust to rotation-augmented images. As soon as we reach the 360 degree rotation angle (same as 0 degree rotation), the mAP jumps back to a score of `1.0`.\n",
    "\n",
    "**Crop perturbation effect**:\n",
    "The introduction of the crop perturbation has proven to drastically drop the mAP scores and reaches `0.0` for a `crop_size` window of `498 x 886` (Note: The original image size is `540 x 960`). The reason for this drop in scores can be attributed to the choice of the crop region made by the perturber. If a crop region with low confidence detections are chosen, that would be a major reason in the drop seen in the `mAP@50` scores."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f0f9b97-ce54-4d21-be91-160f4a5d3054",
   "metadata": {},
   "source": [
    "### Additional Plots\n",
    "\n",
    "For further insight, we can plot the mAP per class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "65d28ff5-838e-467a-a703-81432a408b35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "# Each instance of the metrics object has, potentially, a different set of observed classes.\n",
    "# Loop through them to accumulate a unified set of classes to ensure consistent plotting across\n",
    "# all thresholds.\n",
    "#\n",
    "\n",
    "\n",
    "def _get_classwise_mAP(  # noqa: C901, N802\n",
    "    perturbed_metrics: Iterable[dict[str, Any]],\n",
    ") -> dict[str, Any]:\n",
    "    unified_classes = set()\n",
    "    for m in perturbed_metrics:\n",
    "        for class_idx in m[\"classes\"].tolist():\n",
    "            unified_classes.add(class_idx)\n",
    "\n",
    "    #\n",
    "    # dictionary of class_idx -> list of per-class mAP, or 0 if not present at that threshold\n",
    "    #\n",
    "\n",
    "    class_mAP = {class_idx: list() for class_idx in unified_classes}  # noqa: N806\n",
    "\n",
    "    #\n",
    "    # populate the lists across the perturbation values\n",
    "    #\n",
    "\n",
    "    for m in perturbed_metrics:\n",
    "        this_perturbation_classes = m[\"classes\"].tolist()\n",
    "        for class_idx in unified_classes:\n",
    "            if class_idx in this_perturbation_classes:\n",
    "                # the index of the class in this individual metric instance\n",
    "                this_class_idx = this_perturbation_classes.index(class_idx)\n",
    "                class_mAP[class_idx].append(m[\"map_per_class\"][this_class_idx].item())\n",
    "            else:\n",
    "                class_mAP[class_idx].append(0)\n",
    "\n",
    "    return class_mAP\n",
    "\n",
    "\n",
    "#\n",
    "# plot\n",
    "#\n",
    "plt.title(\"Relative mAP per class for translation perturbed dataset\")\n",
    "plt.xlabel(\"Translation perturbation factor\")\n",
    "plt.ylabel(\"relative mAP @ 50% IoU\")\n",
    "for class_idx, class_mAP_list in _get_classwise_mAP(translation_perturbed_metrics).items():  # noqa: N816\n",
    "    plt.plot(translation_perturbation_values, class_mAP_list, label=baseline[0].names[class_idx])\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.title(\"Relative mAP per class for rotation perturbed dataset\")\n",
    "plt.xlabel(\"Rotation perturbation angle in degrees\")\n",
    "plt.ylabel(\"relative mAP @ 50% IoU\")\n",
    "for class_idx, class_mAP_list in _get_classwise_mAP(rotation_perturbed_metrics).items():  # noqa: N816\n",
    "    plt.plot(rotation_perturbation_values, class_mAP_list, label=baseline[0].names[class_idx])\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.title(\"Relative mAP per class for crop perturbed dataset\")\n",
    "plt.xlabel(\"Crop size window\")\n",
    "plt.ylabel(\"relative mAP @ 50% IoU\")\n",
    "plt.xticks(fontsize=8, rotation=90)\n",
    "for class_idx, class_mAP_list in _get_classwise_mAP(crop_perturbed_metrics).items():  # noqa: N816\n",
    "    plt.plot(\n",
    "        [f\"({round(p[0])}, {round(p[1])})\" for p in crop_perturbation_values],\n",
    "        class_mAP_list,\n",
    "        label=baseline[0].names[class_idx],\n",
    "    )\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3aef482b-1a2b-4b2e-b522-7032776320d2",
   "metadata": {},
   "source": [
    "The above plots shows several interesting results:\n",
    "\n",
    "- Person, car, and truck classes all follow the same general pattern with car being generally the most robust.\n",
    "- Truck is the most interesting category as it is the only category to have the mAP increase as well as decrease (for the translation perturbation case) and also showing a delayed decrease in mAP (for the crop perturbation case). This is potentially an attribute of the randomization in the perturber, the very few number of truck instances, and the location of the truck instances within the source image.\n",
    "- In general, the rotation and crop perturbed datasets cause a lot of other low-confidence mis-detections which show up as the negative spikes in the plots.\n",
    "\n",
    "Any conclusions about classification accuracy should be considered in light of these caveats. In particular, the foreground positioning of the detected non-car objects suggests that instead of looking at per-class results, we drill down by bounding box area. Fortunately, the metrics class supports this:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "23ec21e7-e682-4d08-ad1d-6c42d850402f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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7S1mNrbC2dxU9T7CuLEVFJRS2uvwdx4fERTk0m1Z6pXXb+nsdzNIIYJJT0RSx/AVxXwviI0G8nb70t0efUBV/qTV688XaTe6FqKxXPlXS20g+zzjy3DbTgYPU/TNO+HsPk+DbRsYMryOf++yB+gFdUJKUrp9P1X+Ryc0alePK72T/AEOooooqzqCiiigArnPEv/Ie8I/9hV//AEjua6Ouc8S/8h7wj/2FX/8ASO5oA6OiiigAooooAKKKKACiiigArnPEv/Ie8I/9hV//AEjua6Ouc8S/8h7wj/2FX/8ASO5oA6OiiigAooooAK5rx5p/9oeE7rAy9vidfw6/+Ok10tMmiSeGSGQZSRSrD1BGDUyjzRaIqQ54OL6mZ4Yvv7S8M6fdE5doQrn/AGl+Vv1BrWrzLw94qtvCVjfaTqEdxLLbXThBEmeOnUkAcgn8auR+NPEWuOU0LQwqZx50pLAfjwo/M1XMmlNu1/623Oani4ciT+Lseg1iaF+51DWLT+5c+aB6Bxn+lYB1Xxb4bIutaij1GxfmQ24AaD8gP149xWjo2rWWpeJprixmEkNzaqx7FXU4wR2OK5K0lzwkujt96f62O/C1o1I1Keztez8mv0udTRRXO6n4lYXZ0zRYBfaj0bB/dw+7t/SumUlFXZjOcYK7OiorltO1XUtJ1RNL8QzJL9p+a2u0XajN3jPoc9K6miE1JBCamgoooqiwooooAKKKKACiiigAooooAKKKKACimSzRQIXmkSNB1Z2AH61lN4q0JbqO2GpwPLIwRRGSwyenI4FS5RW7JlOMd3YZJ++8ZxL2gsy/4lsfyrbrE07994n1ebtGIol/LJ/WtusMLqpS7yf4O36HXidHGPZL8Vf9TF8VKf7CeZR80MiSD8GA/rWyrBlDDoRkVR1qLz9EvY+pMLEfUDI/lTtIl8/R7OTu0KZ+uOaI6Yl+aX4N/wCYPXDryb/FL/Iu0UUV0nMFM82PzfK8xfMK7tmeceuPSn15xcz3k2qXnjC2Znt7G5FusQ/5aQLw5H4nP5+lZ1KnJYxq1fZ20v8A5dWej0VHBNHcwRzwuHikUOjDuCMg1JWhsFFFFABRRRQAUUUUAFFFFABRRRQAUUVh694jj0nba26C51GUZjgB4Uf3nP8ACo/z61MpKKuyZzUFeRPruv2eg2nm3BLyvxFAv3pD7e3vXCPrcWvXIbU3utRwcppWmRs0a+nmP/F+Gf6U3SdEuvF+pyXl5cPLZhsT3Q484j/lnF6IO5716bbWsFnAsFtCkMSjCoi4Aq/ZLeqvl/n/AJdDjSqYh32j+f8AX3HLQv4svIVhsdOsNEtVGF80+Y4Hsq8D6EVSgu9f0vW7t5rNdXmijRJ3tiI2CnlSFPU+wru6xNI+fXtbl9ZI0/Jayr1E50o8qtzf+2v5no4ek406j5nfl/8Abl02Of1rxH4a1fSL5LuAQ6hFbuY4byHy5VfacAH69ga6TwrB9n8KaXGRg/ZkY/UjP9au3unWWpReXe2kNwnYSoGx9M9KsIixRrGihUUBVUDAAHauiTp8vuqzOWFOSnzysOooorM3CiiigArnPEv/ACHvCP8A2FX/APSO5ro65zxL/wAh7wj/ANhV/wD0juaAOjooooAKKKKACiiigAooooAK5zxL/wAh7wj/ANhV/wD0jua6Ouc8S/8AIe8I/wDYVf8A9I7mgDo6KKKACiiigAooooAx5PC+jTapJqM1jHLcyEFjJllyBjO08VrqqooVVCqBgADAFLRSUUtkTGEY7ICARg8iuD8ReHGsNXsrzw/J9hup3KEKcRlsccdBnkentXeVieKP3emw3Q621zHLn8cf1rnxelJz7a/dqbUaMK1RQl10+9WOavJ/HOsWYtBpq2gU7J5ElCNJ9CScD6Z+varemWXivTLQW2n6XolrH1PmSOxY+pI6mu160V007R1au+7/AKscaw9nzOTv/XkchBcPrxvfDfiSCGK/QeZG0GQrr2eMnnIP+etWtC1W5tb06BrD5vYxm3nPS5j9f94d6n8T6LLqVvFeWDCLVbJvMtpPX1Q+x/z3qov2Xxv4fSZS1rf278EcPbTr1Hrj+nvTrU7r2tPfqv6/Ai0oy8/zXb1X9dTqaKw/Dusy3yzWGoKItUsztnTs47Ovsf8APatyojJSV0dMJqaugoooqigooooAKKKKACuc8SX11LeWOiadO0N3dtvllTrFCvU/j0H0roJpo7eCSeVgkcal3Y9AByTXmNjNfeJdfm+yzTW0t2RJPPG2GtrVfuIp7M3B/I9zUuLm1BfPyX9aHNiKlkoLdnWf8Ivf/wDQz6p/30KT/hFr48N4n1XB64cA/nTf+ELP/Qy+If8AwN/+tSHwW45XxN4gDdibzI/LFX9Xo/zfmT7N/wAn4k0XgjRQ4kukuL6Ufx3UzOf6CrGqeGrC60O5sLW0t7dnTMbRxhcOOVOR71Q/s3xfp/8Ax6azaagg6R3sOw/99L1/GkbxJr1khGoeGJiwHEttMJEPuf7o+tDwsEny2a/ruNKn8Lha/l+quO8CXEl7pV1d3BzcvcssvruAH+NdTXlekt4g0u/iiszb2sWrtmOa4+dSyjqAOhOcYPWuhv8ARfE1panUo/EE95e25EgtVjEcUgHVdo68VhgIRlQjrZ/56/qbVa01OUZJtxdm/TS/zWp2MiCSNkbowINZHhVy2gQI33omeM/gxq3o+q2+taXBf2x+SQcqeqN3U+4NUvD37qbVbb/nneMwHoG5FTVThiIX81+T/Q7KTU8PO3k/zX6m3RRRXQc5jeKdSbTPD9zLFn7RIBDCB1LtwMfTk/hU+k6TFp2gW+mMqsixbJB2Yn735kmsnUP+Jv42sbAc2+mp9rm9PMPCD6jrUV142EGpXAg02e60u0YR3N5DzsfvgdwO5/8ArZmlTlVm2ltoczqRU3KW2y/X+vIl8LSPpt3eeHLhiWtD5tqzdXhY8fkePx9q6iuR164huLSy8U6RKlwbFsuYz9+E/fU+hHXnpzXU29xFdW0VxCweKVQ6MO4IyKmCcW6b6fkVRdrw7ben9aEtFFFaG4UUUUAFFFFABRRRQAUUUUAZfiHVl0XRZ7zGZQNkKf3nPAH9fwrhNC0eXxGWUPILFjm/vSfnvH6mNT2QH88fTEniu4n8U+Lrfw/Yv+6gJEjjkKf42P0HA969EsrODT7KG0tkCQwoERfYU6dk/aden6v9F6HFb29V3+GOnq+o+3t4bW3jggjWOKNQqIowAKkoopHaFYnh/wCe41eX1vnX8sVt1ieF/m0+5l/56XUj/r/9auarrXpr1f8AX3nTT0ozfp/X4G3RRRXScwUUUUAFFFFABXOeJf8AkPeEf+wq/wD6R3NdHXOeJf8AkPeEf+wq/wD6R3NAHR0UUUAFFFFABRRRQAUVzNj4406+vraFLW+jtbuZ4LS/kiUQXEi5yqndu52tglQDjgmtHWtfg0X7LG1tc3d3duY7e1tVDSSEDcxG4hQABkkkDp60Aatc54l/5D3hH/sKv/6R3NaWi6za67p/2u1WVNsjwywzLtkikU4ZGHYg/wCI4rN8S/8AIe8I/wDYVf8A9I7mgDo6KKKACiiigAooooAKKKKACs/XIPtGh3seMnymYD3HI/lWhSOodGRhkMMGoqQ54OL6ounPkmpdirpU/wBp0m0mzkvCpP1xzVusTwvJjREgdhvgkeI5Pox/xrZ3r/eH51nh589GMn2ReIhyVZRXdjq5DXIZfDWsf8JJZozWkuE1KBB1HaUD1Hf/AOuTXW71/vD86bIIpY2jk2OjgqytyCD1Brqp1OV+RzVKfOvPoc9rlg93HbeINEZWvoEDoV6XER5KH146Vr6RqtvrWmxXtsflbhkPVGHVT7iuePh7U9CJk8N6kDbg5On3jbo/ordV/wA81gx+JP7C8SfaLiwn09bs4vbRxuTd/wA9Y2HB9/69s501BupB3j17rzt+ZzOo6UuaStfft6o9NoqBL20kjWRLmFkYAqQ4wRTvtVv/AM94v++xRdHYS0VF9qt/+e8X/fYo+1W//PeL/vsUXAloqL7Vb/8APeL/AL7FRz6jZ21vJPLcxCONSzHcDgDmi6FexyHxE1h4rWDRbUF7m8YbkXqVzwv/AAI/yNbnhbQF0DSVich7uY+ZcSD+JvQew6D/AOvWF4UsW1nWLjxXqCgGRitnGx+4o43flwPxPcV2+9f7w/OiEvdv3/Lov1/4Y5qMHObrS67en/BHUU3ev94fnRvX+8PzoujrsOrO16XydBvn/wCmTL+fH9av71/vD86xfFLiTRxbqwzcTRxcH1bP9KwxUuWhNrszbDR5q0E+6K+q6M954PgggyLy1ijmt2HUSKM8fXkfjWpompprGjW18mAZE+dR/Cw4YfnmtADAwOlcrphGheLLzS2O20vwbu2z0D/xr/X6Cmo+zattt/kcdWVqvtP5t/0/yILj/ij/ABJ9rX5dF1OTEw7W856N7A9//rCtax/c+K9Uj7TRxSj8Bg1oahaWmqafPZXW14Zl2sM/qPcda4zw7Pdaf4nXTdSkDSW0Bt0nJwJYs7kb64BH4VeLalGFTrGSv6PT9TfC+5KdPpJO3qtf0O+qOeaO3t5J5W2xxqXZj2AGTSfarf8A57xf99iuU8fasItCWwtHEtzfSCJUjOSV7/nwPxqpSsroxqzUIOXYxLO+vbuKW2sDt1jXZWnlk/59bYcAn3xnH1+ld9pWl2uj6ZDYWqYijXGT1Y9yfc1l+FNBTQ7AvcOj6hcANPID0wOEH+yo4rf3r/eH51peMIKnF6L8X3M8PSlGPNLf+v6Zy+peEminlvvD8y2VzID5tuwzb3A7hl7fUf8A16z/AAZrDaW0nh7WFNncRvm2WU8FSfuhuh56eua7jev94fnVDVtI07W7X7PfRJIBna4OGQ+oPaoqSc7Pqv6sEqDUueno+3Q0aK4kXGteDuJi+raMvSRf9dAvv6gflx1XpXT2Gtabqdqtxa3kTxn1bBB9CDyDUxmnp1LhVUnyvR9i/RUX2q3/AOe8X/fYo+1W/wDz3i/77FVc1JaKi+1W/wDz3i/77FH2q3/57xf99ii4EtFRfarf/nvF/wB9ij7Vb/8APeL/AL7FFwJayPEuspoWhXF4SPNxshB7uen5dfwrS+1W/wDz3i/77FcZdBfF3jJbcsG0rSjmTn5ZZfT3HGPwPrUzlpZdTGtNqNo7vRf15FrwHoD6bprajdgm/vvnYt1VOoH1PU/X2rrqbvX+8Pzo3r/eH51d1si6dNU4qK6DqKbvX+8Pzo3r/eH50ro0sKzBVLHoBmsbwopHhy2Y9XLsf++jWjfTKmn3L7h8sTHr7Gqvh1Nnh+yH/TMH8+a55a4mPlF/mjoWmHl5tfkzTooorpOYKKKKACiiigArnPEv/Ie8I/8AYVf/ANI7mujrnPEv/Ie8I/8AYVf/ANI7mgDo6KKKACiiigApGG5SMkZGMilooA8w0q01GXRvCnhZ9KvobrR7yF7u4kgZYBHBuwyyfdff8uApJ+Y5xitrVbueTVfDfihNL1I2kCXUFxb/AGVjcRCTbtcxDLEZixxk4YGu1ooA5nwXa3Mdrqt9c20tr/aWpS3cUEy7XSMhUXcOxITdjqN3PNZ2q6BZ6b4r8LXcE2oPJLqkoZbjUJ5kGbS4PCO5UdOwGOldvXOeJf8AkPeEf+wq/wD6R3NAHR0UUUAFFFFABRRRQAUUUUAFFFFAGTN4Z0e4neaWzBkdizHzGGSfoaZ/wimif8+X/kV/8a2aK53hMO3dwX3I3WKrpWU397Mb/hFNE/58v/Ir/wCNH/CKaJ/z5f8AkV/8a2aKX1PD/wDPuP3If1vEf8/H97Mb/hFNE/58v/Ir/wCNI3hLQ2UqbEEHgjzX/wAa2qKf1PD/APPuP3ITxVdqzm/vZzf/AAgXhn/oG/8AkeT/AOKo/wCEC8M/9A3/AMjyf/FV0lFaexp/yr7jj9hS/lX3I5v/AIQLwz/0Df8AyPJ/8VR/wgXhn/oG/wDkeT/4qukoo9jT/lX3B7Cl/KvuRzf/AAgXhn/oG/8AkeT/AOKo/wCEC8M/9A3/AMjyf/FV0lFHsaf8q+4PYUv5V9yMUeE9DAAFiAB0/ev/AI0v/CKaJ/z5f+RX/wAa2aKz+p4f/n3H7kdqxddfbf3sxv8AhFNE/wCfL/yK/wDjR/wimif8+X/kV/8AGtmil9Tw/wDz7j9yD63iP+fj+9mN/wAIpon/AD5f+RX/AMafD4a0i3nSaKzCyRsGU+YxwR06mtaimsJh07qC+5CeKrtWc397Cs/VNE07Wo401C2E6xklPmKkZ68gitCit2k1ZnPKKkrNHOf8IH4a/wCgYP8Av/J/8VR/wgXhn/oGf+R5P/iq6Oio9jT/AJV9xn7Cl/KvuRzf/CBeGf8AoG/+R5P/AIqnxeB/DkLh49Oww7+dIf8A2auhopOhSas4r7ioU4QkpRSTRjf8Ipon/Pl/5Ff/ABo/4RTRP+fL/wAiv/jWzRWf1PD/APPuP3I6/reI/wCfj+9mN/wimif8+X/kV/8AGj/hFNE/58v/ACK/+NbNFH1PD/8APuP3IPreI/5+P72Y3/CKaJ/z5f8AkV/8arP4F8NyOWbTRk9cTSD/ANmroqKqOGoR+GCXyRlWqTrK1V8y89fzOb/4QLwz/wBA3/yPJ/8AFUf8IF4Z/wCgb/5Hk/8Aiq6Sir9jT/lX3HP7Cl/KvuRzf/CBeGf+gb/5Hk/+Ko/4QLwz/wBA3/yPJ/8AFV0lFHsaf8q+4PYUv5V9yOb/AOEC8M/9A3/yPJ/8VR/wgXhn/oG/+R5P/iq6Sij2NP8AlX3B7Cl/KvuRzf8AwgXhn/oG/wDkeT/4qp4vB2gwJsjsAq9cea//AMVW7RUyw9GSs4J/JGlJKjLmpe6+60/Ixv8AhFNE/wCfL/yK/wDjR/wimif8+X/kV/8AGtmio+p4f/n3H7kdP1vEf8/H97Mb/hFNE/58v/Ir/wCNH/CKaJ/z5f8AkV/8a2aKPqeH/wCfcfuQfW8R/wA/H97Mb/hFNE/58v8AyK/+Na0MUcEKQxKFjRQqqOwFPorSnQpU3eEUvRWInWqVNJyb9WFFFFamQUUUUAFFFFABXOeJf+Q94R/7Cr/+kdzXR1zniX/kPeEf+wq//pHc0AdHRRRQAUUUUAFFFFABRRRQAVka7oQ1sWLLqF3YT2Vx9ohmtRGWDGN4yMOrAjbI3ateigDnP+Ea1X/oddc/782f/wAYo/4RrVf+h11z/vzZ/wDxiujooA4ifStfj8UWGnJ4v1s2k9ncTyS/Z7TKujwhRnyMDIkfj29jWp/wjWq/9Drrn/fmz/8AjFMn8cadb6hLA1rfNaQXS2c2orEv2eKYkAIx3burAEhSoJwSK6agDnP+Ea1X/oddc/782f8A8Yo/4RrVf+h11z/vzZ//ABiujooA5z/hGtV/6HXXP+/Nn/8AGKP+Ea1X/oddc/782f8A8Yro6KAOc/4RrVf+h11z/vzZ/wDxij/hGtV/6HXXP+/Nn/8AGK6OsHVfE403WYdJg0jUdRu5LdrnbaeSAqBgpJMkidyOmaAMbS9K1+81HWoJ/F+tpHZ3iwQMLe0G9DBE5JzBz8zsMj0+tan/AAjWq/8AQ665/wB+bP8A+MU7UfF0OnXEVqNK1O6vDbC7mtraNHe3jPGX+cLnIYYUsTtOM1s2F9banp9vf2coltrmNZYpB0ZWGQaAMT/hGtV/6HXXP+/Nn/8AGKP+Ea1X/oddc/782f8A8Yro6KAOc/4RrVf+h11z/vzZ/wDxij/hGtV/6HXXP+/Nn/8AGK6OigDnP+Ea1X/oddc/782f/wAYo/4RrVf+h11z/vzZ/wDxitfU79tOsjcLZXd4wIAhtUDOc/UgfiTWSPGWnN4X07Xkgu3i1HyxaWyxgzSu/KoBnGcAk84ABOaAMrQNK1/UtOlnu/F+txSLeXMAVbe0XKRzuiHmDuqqc988Vqf8I1qv/Q665/35s/8A4xSp4000aPe6hcQ3ds9jMtvcWcsQ89ZW27ECqSGLb124JB3dat6L4hg1me7tTaXdje2mwzWt2qh1VwdrDazKVODyCeQRQBT/AOEa1X/oddc/782f/wAYo/4RrVf+h11z/vzZ/wDxiujooA5z/hGtV/6HXXP+/Nn/APGKP+Ea1X/oddc/782f/wAYro6KAOc/4RrVf+h11z/vzZ//ABikbw3qwUkeNNcyB/zxs/8A4xVzxJ4hj8NaVJqM1hfXcMSPJKLSNWMaKpZmO5lAGAe9Q6r4oi019Lii02/v59SDGCG1EQbCqGOS7qBwfWgDH8O6Tr2q+GdK1C88X63DdXVpFNNGsFooR2QEgAwZGCe9af8AwjWq/wDQ665/35s//jFWL7xJHpul2l1d6ffJc3cohg08KjzvIcnb8rlOils7sADk1Y0TXLbXbaaSGKeCW3mMFxb3ChZIZAAdrAEjoQQQSCCOaAM//hGtV/6HXXP+/Nn/APGKP+Ea1X/oddc/782f/wAYro6KAOc/4RrVf+h11z/vzZ//ABij/hGtV/6HXXP+/Nn/APGK6OigDnP+Ea1X/oddc/782f8A8YrL1/Stf03Top7TxfrcsjXltAVa3tGwkk6I54g7KzHPbHNa+seLI9EluWudI1VrK1Aa4vo4VMMa4BLcsGYAHkqpxg+lLq3iy20y9Wzhsb/Ubj7P9qkjsY1cxQ5IDtuYDkg4AyTg4FAEf/CNar/0Ouuf9+bP/wCMUf8ACNar/wBDrrn/AH5s/wD4xTrrxhYRw6a9jBd6pJqMJuLaGyRS7RAAlzvZQoG5RyQcnHWtTSNWtdc0qDUbJmMEwOA6lWUgkMrA9CCCCPUUAZP/AAjWq/8AQ665/wB+bP8A+MUf8I1qv/Q665/35s//AIxXR0UAc5/wjWq/9Drrn/fmz/8AjFH/AAjWq/8AQ665/wB+bP8A+MV0dFAHOf8ACNar/wBDrrn/AH5s/wD4xWXqmla/Z6josEHi/W3jvLxoJ2NvaHYgglcEYg4+ZFGT6/Sta58XQ2V8IbzSdUt7VrkWov5IVEJkZti/xbwpbADFccjnmiXxWRr15pNpoWqXslmYxPNB5AjTeoYfflVjwewoAb/wjWq/9Drrn/fmz/8AjFH/AAjWq/8AQ665/wB+bP8A+MU/WPFtrpF9JZrYahfzQQC5uRZRK/2eIkgM2WHXa2FXLHaeK2rS6gv7OC8tZFlt541likXoysMgj6g0AYX/AAjWq/8AQ665/wB+bP8A+MUf8I1qv/Q665/35s//AIxXR0UAc5/wjWq/9Drrn/fmz/8AjFH/AAjWq/8AQ665/wB+bP8A+MV0dFAHOf8ACNar/wBDrrn/AH5s/wD4xWXPpWvx+KLDTk8X62bSezuJ5Jfs9plXR4Qoz5GBkSPx7exrXTxZGup21le6TqdgLuUw29xcpH5crhS23KuxUkKxG4DOKh03xvp2p3tpDHaX0NvfM62N7NEFhuioJIQhiRkKSNwXIHGaAH/8I1qv/Q665/35s/8A4xR/wjWq/wDQ665/35s//jFMTxxp0mopbi1vhaSXZsU1ExL9necErsB3bvvAru27SeM101AHOf8ACNar/wBDrrn/AH5s/wD4xR/wjWq/9Drrn/fmz/8AjFdHRQBzn/CNar/0Ouuf9+bP/wCMUf8ACNar/wBDrrn/AH5s/wD4xXR1Be3LWdnJcLbTXLIMiGAAu/sMkD8yKAMP/hGtV/6HXXP+/Nn/APGKy9L0rX7zUdagn8X62kdneLBAwt7Qb0METknMHPzOwyPT61cn8eWdnaahJe6Xqdrc2McUslnKkfmukj7EZCHKEFsj73GOa0o/EAj0q91LVdNvdItrNDJIbwxElQMkjynf0+tAFX/hGtV/6HXXP+/Nn/8AGKP+Ea1X/oddc/782f8A8YqbR/FNvq1+1hJYX+n3fkC5jhvY1VpYs43rtZhwSAQcEZGRzW7QBzn/AAjWq/8AQ665/wB+bP8A+MUkXhS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FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAH/9k=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"relative mAP values per area for translation perturbed dataset\")\n",
    "plt.xlabel(\"Translation perturbation factor\")\n",
    "plt.ylabel(\"relative mAP\")\n",
    "for k in (\"map\", \"map_small\", \"map_medium\"):\n",
    "    plt.plot(translation_perturbation_values, [m[k].item() for m in translation_perturbed_metrics], label=k)\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.title(\"relative mAP values per area for rotation perturbed dataset\")\n",
    "plt.xlabel(\"Rotation perturbation angle in degrees\")\n",
    "plt.ylabel(\"relative mAP\")\n",
    "for k in (\"map\", \"map_small\", \"map_medium\"):\n",
    "    plt.plot(rotation_perturbation_values, [m[k].item() for m in rotation_perturbed_metrics], label=k)\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.title(\"relative mAP values per area for crop perturbed dataset\")\n",
    "plt.xlabel(\"Crop size window\")\n",
    "plt.ylabel(\"relative mAP\")\n",
    "plt.xticks(fontsize=8, rotation=90)\n",
    "for k in (\"map\", \"map_small\", \"map_medium\"):\n",
    "    plt.plot(\n",
    "        [f\"({round(p[0])}, {round(p[1])})\" for p in crop_perturbation_values],\n",
    "        [m[k].item() for m in crop_perturbed_metrics],\n",
    "        label=k,\n",
    "    )\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6e276bd-2eaf-4a4c-a3cd-9bb8c98fa30c",
   "metadata": {},
   "source": [
    "The `map` line covers all sizes; `map_small` and `map_medium` are the mean average precision for objects (smaller than 32^2 pixels, between 32^2 and 96^2 pixels) in area, respectively. (There are no detections in the `map_large` category.) (Here, the mAP value is averaged over a **range** of IoU thresholds, between 0.5 and 0.95.) We can observe that the medium-sized objects, regardless of class, are generally much more robust to the affine transformation perturbations than small ones. This is most likely due to the smaller objects being more phased out of the image or more rotation-sensitive than medium-sized objects.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b28b9f2a-7217-4427-9c4f-f84656a4dcf2",
   "metadata": {},
   "source": [
    "## End of Notebook"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}