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Medical Image Segmentation on Medical Segmentation Benchmark Suite (LIDC, AMOS, MSD) (test)

0.752Avg Dice ScoreBoltzFormer+FocalL
0.644880.672690.70050.72831Mar 4, 2025

Evaluation results

MethodLinks
BoltzFormer+FocalLDecoder=BoltzFormer, Backbone=FocalL, Prompting protocol=Customized text prompts2025.030.7520.7540.9270.9020.7020.640.670.667
BoltzFormer+Heira-BPDecoder=BoltzFormer, Backbone=Heira-BP, Prompting protocol=Customized text prompts2025.030.7450.7360.920.8930.7140.610.6670.667
SEEM+Heira-BP (text)Decoder=SEEM, Backbone=Heira-BP, Prompting protocol=Customized text prompts2025.030.7380.7290.920.8930.6930.6460.6570.633
BoltzFormer+Heira-SDecoder=BoltzFormer, Backbone=Heira-S, Prompting protocol=Customized text prompts2025.030.7380.7330.9130.8870.7040.6370.6440.652
BiomedParseType=Pre-trained biomedical foundation model2025.030.730.7380.9190.8760.6610.6020.6480.664
SEEM+Heira-S (text)Decoder=SEEM, Backbone=Heira-S, Prompting protocol=Customized text prompts2025.030.7150.7210.9110.8820.6590.6140.6390.58
nnU-NetTraining protocol=Expert model trained for each class in each dataset separately2025.030.6730.6480.850.8520.6020.5240.6130.624
SAM+Heira-S (text)Decoder=SAM, Backbone=Heira-S, Prompting protocol=Customized text prompts2025.030.670.6710.8840.8390.6160.5510.6120.52
SAM2+Heira-BP (text)Decoder=SAM2, Backbone=Heira-BP, Prompting protocol=Customized text prompts2025.030.6610.6320.8810.820.6420.5290.6010.516
SAM2+Heira-S (text)Decoder=SAM2, Backbone=Heira-S, Prompting protocol=Customized text prompts2025.030.6560.6540.8820.8260.5980.5280.5980.506
SAM+Heira-BP (text)Decoder=SAM, Backbone=Heira-BP, Prompting protocol=Customized text prompts2025.030.6490.6280.8670.8120.5720.5140.6080.54