LogitDynamics detects errors in ViT predictions by training a linear probe on layerwise logit values and top-class instability statistics extracted via auxiliary heads.
Places: A 10 million image database for scene recognition.IEEE Transactions on Pattern Analy- sis and Machine Intelligence, 40(6):1452–1464
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LogitDynamics: Reliable ViT Error Detection from Layerwise Logit Trajectories
LogitDynamics detects errors in ViT predictions by training a linear probe on layerwise logit values and top-class instability statistics extracted via auxiliary heads.