WISE: Efficient WSI selection for active learning in histopathology

Hyeongu Kang, Mujin Kim, Young Sin Ko, Yesung Cho, Mun Yong Yi

Abstract: Highlights•Active learning enhances deep learning in medicine.•Neglecting WSIs in active learning causes inefficiencies in train dataset construction.•WISE embeds WSIs in class distances.•K-means++ selects diverse cases in WISE.•WISE reduces the number of WSIs required threefold while improving the model.