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ResearchFormerly WizWand

Medical Image Segmentation on MosMedData+ (test)

80.37DiceSSA
56.886862.983469.0875.1766Jun 29, 2022Jan 28, 2023Aug 29, 2023Mar 29, 2024Oct 28, 2024May 29, 2025Dec 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SSAType=Multi-Modal2025.1280.3767.19
MMI-UNetType=Multi-Modal2025.1278.4264.5
MLMoEType=Multi-Modal2025.1277.9863.9
GuideDecoderType=Multi-Modal2025.1277.7563.6
LViT-TBackbone=Hybrid, Text information=true, Label ratio=100%, Param (M)=29.7, Flops (G)=54.12022.0674.5761.33
LViTType=Multi-Modal2025.1274.5761.33
LViT-TBackbone=Hybrid, Text information=true, Label ratio=50%, Param (M)=29.7, Flops (G)=54.12022.0673.5661.05
LAVTBackbone=Hybrid, Text information=true, Label ratio=100%, Param (M)=118.6, Flops (G)=83.82022.0673.2960.41
nnUNetBackbone=CNN, Text information=false, Label ratio=100%, Param (M)=19.1, Flops (G)=412.72022.0672.5960.36
LViT-TWBackbone=Hybrid, Text information=false, Label ratio=100%, Param (M)=28, Flops (G)=542022.0672.5860.4
LViT-TBackbone=Hybrid, Text information=true, Label ratio=25%, Param (M)=29.7, Flops (G)=54.12022.0672.4860.31
GLORIABackbone=Hybrid, Text information=true, Label ratio=100%, Param (M)=45.6, Flops (G)=60.82022.0672.4260.18
ViLTBackbone=Hybrid, Text information=true, Label ratio=100%, Param (M)=87.4, Flops (G)=55.92022.0672.3660.15
ConVIRTBackbone=CNN, Text information=true, Label ratio=100%, Param (M)=35.2, Flops (G)=44.62022.0672.0659.73
CLIPBackbone=Hybrid, Text information=true, Label ratio=100%, Param (M)=87, Flops (G)=105.32022.0671.9759.64
LViT-TWBackbone=Hybrid, Text information=false, Label ratio=50%, Param (M)=28, Flops (G)=542022.0671.8959.63
TGANetBackbone=CNN, Text information=true, Label ratio=100%, Param (M)=19.8, Flops (G)=41.92022.0671.8159.28
UNet++Backbone=CNN, Text information=false, Label ratio=100%, Param (M)=74.5, Flops (G)=94.62022.0671.7558.39
TransUNetBackbone=Hybrid, Text information=false, Label ratio=100%, Param (M)=105, Flops (G)=56.72022.0671.2458.44
LViT-TWBackbone=Hybrid, Text information=false, Label ratio=25%, Param (M)=28, Flops (G)=542022.0670.6558.07
nnU-NetType=Mono-Modal2025.1269.352.53
U-Net++Type=Mono-Modal2025.1268.251.75
AttentionUnetType=Mono-Modal2025.1267.9351.44
U-NetType=Mono-Modal2025.1267.3450.76
AttUNetBackbone=CNN, Text information=false, Label ratio=100%, Param (M)=34.9, Flops (G)=101.92022.0666.3452.82
UCTransNetBackbone=Hybrid, Text information=false, Label ratio=100%, Param (M)=65.6, Flops (G)=63.22022.0665.952.69
U-NetBackbone=CNN, Text information=false, Label ratio=100%, Param (M)=14.8, Flops (G)=50.32022.0664.650.73
Swin-UnetBackbone=Hybrid, Text information=false, Label ratio=100%, Param (M)=82.3, Flops (G)=67.32022.0663.2950.19
Swin UNETRType=Mono-Modal2025.1257.7940.63