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most citedDoes Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions

76 citations · 134 across the 6 of their papers we have counts for

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cs.LG2023★ 2 cited

Evaluating AI systems under uncertain ground truth: a case study in dermatology

David Stutz, Ali Taylan Cemgil, Abhijit Guha Roy +17

For safety, medical AI systems undergo thorough evaluations before deployment, validating their predictions against a ground truth which is assumed to be fixed and certain. However…