Do Pathology Foundation Models Encode Disease Progression? A Pseudotime Analysis of Visual Representations

Pritika Vig, Ren-Chin Wu, William Lotter

Vision foundation models trained on discretely sampled images achieve strong performance on classification benchmarks, yet whether their representations encode the continuous proce…