Revamping AI Models in Dermatology: Overcoming Critical Challenges for Enhanced Skin Lesion Diagnosis

no code implementations • 2 Nov 2023 • Deval Mehta, Brigid Betz-Stablein, Toan D Nguyen, Yaniv Gal, Adrian Bowling, Martin Haskett, Maithili Sashindranath, Paul Bonnington, Victoria Mar, H Peter Soyer, ZongYuan Ge

For a clinical image, our model generates three outputs: a hierarchical prediction, an alert for out-of-distribution images, and a recommendation for dermoscopy if clinical image alone is insufficient for diagnosis.

Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images

1 code implementation • 30 Jun 2022 • Deval Mehta, Yaniv Gal, Adrian Bowling, Paul Bonnington, ZongYuan Ge

Through this approach, 1) First, we target the mixup amongst middle and tail classes to address the long-tail problem.

Lesion Classification Multi-class Classification +3