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ResearchFormerly WizWand

Medical Image Segmentation on AMOS CT

85.21Dice CoefficientK-Prism
57.410864.627971.84579.0621Sep 29, 2025Nov 4, 2025Dec 11, 2025Jan 17, 2026Feb 22, 2026Mar 31, 2026May 7, 2026
Updated 4mo ago

Evaluation results

MethodLinks
K-PrismModel Category=Universal Model, Evaluation Protocol=Semantic2025.0985.21
SegMoTEinteraction_type=bounding-box, trainable_params=17M, decoder_status=unfrozen2026.0285.16
HermesModel Category=Universal Model, Evaluation Protocol=Semantic2025.0985.06
UniSegModel Category=Universal Model, Evaluation Protocol=Semantic2025.0984.91
Clip-drivenModel Category=Universal Model, Evaluation Protocol=Semantic2025.0984.37
IMISinteraction_type=bounding-box2026.0283.56
Transfer-AwarePretraining Strategy=Data mixture (T = 100K)2026.0583.1
Data-ProportionalPretraining Strategy=Data mixture (T = 100K)2026.0581.6
SAM-Med2Dinteraction_type=bounding-box2026.0280.71
K-PrismEvaluation Protocol=In-context, Inference Protocol=one-shot2025.0979.72
Single-Modality onlyPretraining Strategy=No mixture2026.0579.3
SAM2interaction_type=bounding-box2026.0278.84
nnU-NetModel Category=Task-specific Model, Evaluation Protocol=Semantic2025.0976.26
SAMinteraction_type=bounding-box2026.0276.05
From scratchPretraining Strategy=No mixture2026.0576
IrisEvaluation Protocol=In-context, Inference Protocol=one-shot2025.0974.1
TycheEvaluation Protocol=In-context, Inference Protocol=one-shot2025.0961.62
UniverSegEvaluation Protocol=In-context, Inference Protocol=one-shot2025.0960.51
MultiverSegEvaluation Protocol=In-context, Inference Protocol=one-shot2025.0958.48