3DB: A Unified Framework for Testing and debugging Vision Models

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Computer Vision

Machine Learning

Stats Machine Learning

3DB: A Unified Framework for Testing and debugging Vision Models

3DB: A Framework for Debugging Computer Vision Models

We introduce 3db: an extendable, unified framework for testing and debugging computer vision models using photorealistic simulation.

We demonstrate, through a widerange of use cases, that 3db allows users to discover vulnerabilities in computer vision systems and gain insights into how models make decisions.

Finally, we find that the insights generated by the system transfer to the physical world.

Authors

Guillaume Leclerc, Hadi Salman, Andrew Ilyas, Sai Vemprala, Logan Engstrom, Vibhav Vineet, Kai Xiao, Pengchuan Zhang, Shibani Santurkar, Greg Yang, Ashish Kapoor, Aleksander Madry

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