2 papers
eess.IV2026
HistoFID- Calibrating Frechet-distance evaluation across pathology foundation models
Swapnil Bhat, Devansh Lalwani, Maulik Shah +5
The Frechet Inception Distance (FID) compares two image sets by fitting a Gaussian to the features of a fixed network and measuring the distance between the two Gaussians. In digit…
cs.CV2026
Aligning Cellular Sheaves with Classifier Attention for Interpretable Weakly-Supervised Pathology Localization
Devansh Lalwani, Swapnil Bhat, Maulik Shah
Weakly-supervised classification of whole-slide images with attention-based multiple instance learning (ABMIL) on top of foundation features now reaches near-saturation on Camelyon…