AAC-TTA: Anti-adversarial consistency with test-time adaptation for imbalanced histopathology classification under scanner-induced domain shift.
The performance of medical image classification models can degrade at deployment because of two common real-world challenges: domain shift and class imbalance. Domain shift causes whole-slide images acquired on different scanners to exhibit substantial visual variation, while class imbalance under-represents clinically...