Mixture-of-Experts routing in medical image analysis works better when constrained by optimal transport to prevent expert collapse and when routing decisions respect spatial tissue neighborhoods.
This paper proposes ROAM, a new method for analyzing gigapixel medical images (whole-slide images) by using specialized expert networks that intelligently route different tissue regions to appropriate experts.