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Achieve near state-of-the-art gland segmentation with only sparse pathologist annotations by using a teacher-student framework with progressive pseudo-mask refinement.
Pathology report generation gets a boost from RANGER, a mixture-of-experts model that dynamically specializes and filters retrieved knowledge, significantly improving generation quality.