ResearchBenchmarksMedical Image Segmentation on MedSegBenchFollow0.896X-Ray ScoreUniverSeg0.720240.765870.81150.85713Apr 14, 2026Evaluation ResultsMethodMethodLinksX-Ray ScoreDermoscopy ScoreChest X-Ray ScoreMicroscopy ScoreUltrasound ScoreMRI ScoreNuclei ScoreFundus ScoreOCT ScoreNuclear Cell ScoreEndoscopy ScoreCT ScorePathology ScoreOverall ScoreUniverSegcontext pairs=3, Out-o...context pairs=3, Out-of-Domain Generalization=true2026.040.8960.5780.6840.4950.5530.5650.3560.2230.140.4180.1470.0980.1290.5PatchICLcontext pairs=3, Out-o...context pairs=3, Out-of-Domain Generalization=true2026.040.7270.6430.610.5390.4840.4330.3440.2790.2720.2540.1740.1210.1180.43