Analyzing and Improving Neural Networks by Generating Semantic Counterexamples through Differentiable Rendering

Lakshya Jain, Varun Chandrasekaran, Uyeong Jang +6

Even as deep neural networks (DNNs) have achieved remarkable success on vision-related tasks, their performance is brittle to transformations in the input. Of particular interest a…