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View Code? Open in Web Editor NEWOverlooked Factors in Concept-based Explanations: Dataset Choice, Concept Learnability, and Human Capability (CVPR 2023)
Overlooked Factors in Concept-based Explanations: Dataset Choice, Concept Learnability, and Human Capability (CVPR 2023)
This is the code to reproduce results from "Overlooked Factors in Concept-based Explanations: Dataset Choice, Concept Learnability, and Human Capability" (to appear in CVPR 2023); see https://arxiv.org/abs/2207.09615 for a preprint To start, download the Broden dataset using scripts from https://github.com/CSAILVision/NetDissect-Lite and download the CUB dataset from http://www.vision.caltech.edu/datasets/cub_200_2011/ Use data_processing.py from https://github.com/yewsiang/ConceptBottleneck/tree/master/CUB to get train/val/test splits for the CUB dataset Run data_setup.py and get_features.py to compute ADE20k and Pascal features Run cub_features.py to get features for the CUB dataset For results from Sec 4 of the paper, use notebook DatasetChoice.ipynb For results from Sec 5 of the paper, use notebook ConceptLearning.ipynb Code for Sec 6 of the paper is in humanstudy_code
Thank you for your awesome + inspiring paper, and for releasing the code!
I am particularly interested in the code in the ConceptLearning notebook and couldn't seem to find where "CUB_resnet_baseline" is derived from in the codebase? Apologies if I missed something here!
Thanks for any clarification on where I may find "CUB_resnet_baseline" and/or best replicate that portion. Thanks!
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