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ResearchFormerly WizWand

Medical Referring Image Segmentation on QaTa-COV19

91.39Dice ScoreSemi-MedRef
68.364474.342280.3286.2978May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Semi-MedRefBackbone=MMI-UNet, Label Ratio=100%2026.0591.3984.14
Semi-MedRefBackbone=GuideDecoder, Label Ratio=100%2026.0590.9183.34
MMI-UNetLabel Ratio=100%2026.0590.8883.28
Semi-MedRefBackbone=MMI-UNet, Label Ratio=15%2026.0589.8481.56
GuideDecoderLabel Ratio=100%2026.0589.7881.45
Semi-MedRefBackbone=GuideDecoder, Label Ratio=15%2026.0589.1380.39
MMI-UNetLabel Ratio=15%2026.0588.7279.73
Semi-MedRefBackbone=MMI-UNet, Label Ratio=5%2026.0588.3178.98
MMI-UNetLabel Ratio=5%2026.0587.3577.55
Semi-MedRefBackbone=MMI-UNet, Label Ratio=2%2026.0587.2577.38
Semi-MedRefBackbone=GuideDecoder, Label Ratio=5%2026.0587.1277.18
TextmatchLabel Ratio=15%2026.0586.2175.64
Semi-MedRefBackbone=GuideDecoder, Label Ratio=2%2026.0586.0775.54
GuideDecoderLabel Ratio=15%2026.0585.0373.95
MMI-UNetLabel Ratio=2%2026.0584.6373.36
GuideDecoderLabel Ratio=5%2026.0584.2372.76
LViTLabel Ratio=100%2026.0583.6675.11
TextmatchLabel Ratio=5%2026.0583.5671.67
GuideDecoderLabel Ratio=2%2026.0580.4467.28
SemiRESLabel Ratio=100%2026.0580.1670.2
LViTLabel Ratio=15%2026.0579.9870.04
LAVTLabel Ratio=100%2026.0579.2869.89
SemiRESLabel Ratio=15%2026.0577.5267.59
SemiRESLabel Ratio=5%2026.0577.467.45
LViTLabel Ratio=5%2026.0577.2466.31
LAVTLabel Ratio=15%2026.0576.6166.49
SemiRESLabel Ratio=2%2026.0575.3364.82
LViTLabel Ratio=2%2026.0575.2364.51
LAVTLabel Ratio=5%2026.0573.9363.24
LAVTLabel Ratio=2%2026.0569.2557.56