Preserving Marker Specificity with Lightweight Channel-Independent Representation Learning

Simon Gutwein, Arthur Longuefosse, Jun Seita +2

Multiplexed tissue imaging measures dozens of protein markers per cell, yet most deep learning models still apply early channel fusion, assuming shared structure across markers. We…