A gradient-tracing data pruning method removes spurious images from a weakly supervised psoriasis severity classifier, raising test AUC by 5 points and catching most inter-rater label disagreements.
Advances in Neural Information Processing Systems32 (2019)
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GRASP-PsONet: Gradient-based Removal of Spurious Patterns for PsOriasis Severity Classification
A gradient-tracing data pruning method removes spurious images from a weakly supervised psoriasis severity classifier, raising test AUC by 5 points and catching most inter-rater label disagreements.