NRTK QuickStart Hub

The Natural Robustness Toolkit (NRTK) helps you test AI model robustness by simulating real-world operational conditions. Quickly install, run, and link your scenario to the right tools.

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🚀 Get Started in 2 Minutes

1. Install NRTK

Basic Installation

pip install nrtk

Advanced Installation

pip install nrtk[dev1,dev2,...]

See Perturber Dependencies for optional dev extras.

2. Run Your First Perturbation

from nrtk.impls.perturb_image.generic.haze_perturber
import HazePerturber
img_out = HazePerturber(img_in)

See example outputs in our Visual Perturbation Gallery.

🗺️ Map Your Risk to the Right Tool

Have a specific operational condition or test scenario?

Use the Interactive Operational Risk Matrix to discover which perturbations represent your mission environment and conditions.

➔ Interactive Risk Matrix

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🔍 Explore More

🚀 Getting Started

Getting Started with NRTK

📚 NRTK Concepts

Concepts of Robustness in Computer Vision

🔌 Core API Interfaces

Interfaces

⚙️ NRTK Implementations

Implementations

✅ Validation and Trust

JATIC Interoperability

📊 Testing & Evaluation Guides

Testing & Evaluation Guides with MAITE

📟 NRTK CLI Tool

Generate Perturbed Datasets

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