DiffEx builds a classifier-aware latent space with a diffusion model, finds contrastive directions in it, and ranks them to produce visual explanations that reveal cellular phenotype changes.
PhenDiff: Revealing Subtle Phenotypes with Diffusion Models in Real Images
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DiffEx: Explaining a Classifier with Diffusion Models to Identify Microscopic Cellular Variations
DiffEx builds a classifier-aware latent space with a diffusion model, finds contrastive directions in it, and ranks them to produce visual explanations that reveal cellular phenotype changes.