ORCA ranks concept activations from CLIP and uses the rank-weighted agreement of the top-K concepts with the predicted category as its confidence score, improving failure-detection FPR on several benchmarks.
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Interpretable Failure Detection with Human-Level Concepts
ORCA ranks concept activations from CLIP and uses the rank-weighted agreement of the top-K concepts with the predicted category as its confidence score, improving failure-detection FPR on several benchmarks.