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Demo of ResNet-50 model that cannot be explained by RISE (Randomized Input Sampling for Explanation). For more info, check out my blog post at ciotinga.com

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Proof-of-Concept Unexplainable ResNet-50 Model

This GitHub repo stores the code associated with this blog post, which showcases a ResNet-50 model that cannot be explained by black-box saliency map generation technique RISE. A more in-depth write-up is provided in the blog post, but examples of a saliency map generated for a traditional ResNet-50 model (top) and adversarial ResNet-50 model (bottom, this repo's showcase) are shown below.

Instructions

The notebook provided is fairly well documented and self-explanatory, but you must download the model from HuggingFace to run it!

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Demo of ResNet-50 model that cannot be explained by RISE (Randomized Input Sampling for Explanation). For more info, check out my blog post at ciotinga.com

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