AIBullisharXiv – CS AI · 7h ago6/10
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On Revisiting Entropy for Identifying Mislabeled Images
Researchers propose a novel method called Signed Entropy Integral (SEI) to detect mislabeled images in training datasets by analyzing how prediction entropy changes during model training. The technique shows that correctly labeled samples exhibit consistent entropy decrease while mislabeled ones maintain high entropy, achieving state-of-the-art performance on medical imaging datasets.