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Medical Referring Image Segmentation on MosMedData+

78.7DiceSemi-MedRef
57.629663.099868.5774.0402May 15, 2026

Evaluation results

MethodLinks
Semi-MedRefBackbone=MMI-UNet, Label Ratio=100%2026.0578.764.89
MMI-UNetLabel Ratio=100%2026.0578.4264.5
Semi-MedRefBackbone=GuideDecoder, Label Ratio=100%2026.0577.9463.86
GuideDecoderLabel Ratio=100%2026.0577.7563.6
Semi-MedRefBackbone=MMI-UNet, Label Ratio=15%2026.0576.4261.84
TextmatchLabel Ratio=15%2026.0575.7360.93
Semi-MedRefBackbone=GuideDecoder, Label Ratio=15%2026.0574.759.61
LViTLabel Ratio=100%2026.0574.5761.33
Semi-MedRefBackbone=MMI-UNet, Label Ratio=5%2026.0574.5159.38
SemiRESLabel Ratio=100%2026.0574.461.05
MMI-UNetLabel Ratio=15%2026.057458.73
LAVTLabel Ratio=100%2026.0573.2960.41
Semi-MedRefBackbone=GuideDecoder, Label Ratio=5%2026.0573.1157.62
GuideDecoderLabel Ratio=15%2026.0573.157.95
Semi-MedRefBackbone=GuideDecoder, Label Ratio=2%2026.0572.8757.32
TextmatchLabel Ratio=5%2026.0572.4658.12
MMI-UNetLabel Ratio=5%2026.0572.2656.57
LViTLabel Ratio=15%2026.0571.4559.64
GuideDecoderLabel Ratio=5%2026.0571.2155.3
Semi-MedRefBackbone=MMI-UNet, Label Ratio=2%2026.0571.1655.18
SemiRESLabel Ratio=15%2026.0571.0359.07
LAVTLabel Ratio=15%2026.0569.7557.64
SemiRESLabel Ratio=5%2026.0568.6455.96
LViTLabel Ratio=5%2026.0568.6156.49
MMI-UNetLabel Ratio=2%2026.0568.2351.78
LAVTLabel Ratio=5%2026.0567.5455.39
GuideDecoderLabel Ratio=2%2026.0566.3449.63
LViTLabel Ratio=2%2026.0564.1952.19
SemiRESLabel Ratio=2%2026.0561.946.22
LAVTLabel Ratio=2%2026.0558.4440.23