Medical Image Segmentation on BUSI (test)
91.47DicePhi-SegNet
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Phi-SegNet2026.01 | 91.47 | 84.54 | 91.98 | — | 92.9 | 91.08 | — | 98.06 | — | — | 1.4999 | — | — | |
| Residual-SwinCA-NetMethod Category=Proposed2025.12 | 90.41 | 96.74 | — | — | — | — | — | 99.111 | — | — | — | — | — | |
| Residual-Swin-NetMethod Category=Proposed2025.12 | 88.94 | 95.21 | — | — | — | — | — | 99.92 | — | — | — | — | — | |
| Twin-SegNet2026.01 | 88.62 | 81.45 | 89.17 | — | 87.65 | 90.75 | — | 97.51 | — | — | 1.8523 | — | — | |
| CE-Net2026.01 | 87.99 | 82.17 | 90.66 | — | 89.64 | 91.71 | — | 97.65 | — | — | 1.8718 | — | — | |
| ResUNet++2026.01 | 87.64 | 78.81 | 88.47 | — | 87.19 | 89.79 | — | 96.88 | — | — | 2.1816 | — | — | |
| MambaLiteUNet2026.04 | 87.44 | 77.68 | — | 11.55 | — | 85.53 | 99.51 | 98.88 | — | — | — | — | — | |
| CPFNet2026.01 | 87.38 | 80.74 | 87.2 | — | 88.41 | 90.18 | — | 97.27 | — | — | 2.0494 | — | — | |
| Y-Net2026.01 | 86.03 | 77.21 | 87.52 | — | 87.53 | 87.53 | — | 96.29 | — | — | 2.3571 | — | — | |
| MEW-UNet2026.01 | 85.99 | 80.59 | 90.16 | — | 89.39 | 91.01 | — | 97.42 | — | — | 1.9447 | — | — | |
| AAU-Net2026.01 | 85.7 | 79.3 | 88.38 | — | 87.68 | 89.11 | — | 96.57 | — | — | 2.2345 | — | — | |
| PraNet2026.01 | 85.12 | 78.19 | 88.45 | — | 85.76 | 91.32 | — | 97.04 | — | — | 2.3526 | — | — | |
| TransAttUNet2026.01 | 84.8 | 76.27 | 87.12 | — | 85.03 | 89.32 | — | 96.28 | — | — | 2.6033 | — | — | |
| C2SDG2026.04 | 84.47 | 73.11 | — | 13.32 | — | 83.3 | 99.33 | 98.59 | — | — | — | — | — | |
| S2M-NetLoss=MASL2026.01 | 84.34 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UNet++2026.01 | 84.26 | 76.14 | 86.62 | — | 89.34 | 84.02 | — | 96.43 | — | — | 2.6828 | — | — | |
| UNeXt-S2026.04 | 83.8 | 72.11 | — | 15.88 | — | 83.67 | 99.23 | 98.51 | — | — | — | — | — | |
| VM-UNet2026.04 | 83.74 | 72.02 | — | 15.29 | — | 91.11 | 98.72 | 98.37 | — | — | — | — | — | |
| BMFNetMethod Category=CNN2025.12 | 83.47 | 71.13 | — | — | — | — | — | 96.81 | — | — | — | — | — | |
| LightM-UNet2026.04 | 83.34 | 71.44 | — | 15.37 | — | 76.32 | 99.67 | 98.59 | — | — | — | — | — | |
| ULVM-UNet2026.04 | 82.49 | 70.19 | — | 15.23 | — | 76.97 | 99.53 | 98.49 | — | — | — | — | — | |
| TransFuse2026.04 | 82.46 | 70.16 | — | 18.46 | — | 79.68 | 99.34 | 98.44 | — | — | — | — | — | |
| U-NetVenue=MICCAI, Labeled=517 (100%), Unlabeled=02026.03 | 81.68 | 73.74 | — | — | — | — | — | 96.65 | — | — | — | — | — | |
| UTNetV22026.04 | 81.4 | 68.63 | — | 25.15 | — | 86.81 | 98.72 | 98.17 | — | — | — | — | — | |
| Prior-Aware Pseudo-LabelingPartition Protocol=1/22025.03 | 80.41 | 72.02 | — | — | — | — | — | — | — | — | — | — | — | |
| U-KABSParams(M)=9.54, FLOPS(G)=6.922026.02 | 80.37 | 67.98 | — | 5.67 | — | — | — | — | — | — | — | — | — | |
| MALUNet2026.04 | 80.37 | 67.19 | — | 22.75 | — | 76.19 | 99.35 | 98.29 | — | — | — | — | — | |
| U-Net2026.04 | 80.26 | 67.03 | — | 22.72 | — | 90.46 | 98.31 | 97.95 | — | — | — | — | — | |
| PVT-EMCAD-B2#Params=26.76M, #FLOPs=5.6G, Resolution=256x2562024.05 | 80.25 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AAU-NetMethod Category=CNN2025.12 | 80.23 | 69.12 | — | — | — | — | — | 96.69 | — | — | — | — | — | |
| UDTransNetMethod Category=Hybrid CNN-ViT2025.12 | 80.19 | 68.13 | — | — | — | — | — | 96.77 | — | — | — | — | — | |
| ResU-KANParams(M)=20.06, FLOPS(G)=8.572026.02 | 79.92 | 67.74 | — | 10.74 | — | — | — | — | — | — | — | — | — | |
| PVT-EMCAD-B0#Params=3.92M, #FLOPs=0.84G, Resolution=256x2562024.05 | 79.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Prior-Aware Pseudo-LabelingPartition Protocol=1/42025.03 | 79.43 | 71.17 | — | — | — | — | — | — | — | — | — | — | — | |
| EGE-UNet2026.04 | 79.38 | 65.81 | — | 19.29 | — | 68.95 | 99.77 | 98.35 | — | — | — | — | — | |
| TransFuse#Params=143.74M, #FLOPs=82.71G, Resolution=256x2562024.05 | 79.36 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PolypPVT#Params=25.11M, #FLOPs=5.30G, Resolution=256x2562024.05 | 79.35 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PVT-CASCADE#Params=34.12M, #FLOPs=7.62G, Resolution=256x2562024.05 | 79.21 | — | — | — | — | — | — | — | — | — | — | — | — | |
| M2SNetBackbone=R2-502023.03 | 79.21 | 71.52 | — | — | 84 | 79.97 | 98.35 | — | — | — | — | — | — | |
| S2M-NetLoss=standard Dice loss2026.01 | 79.07 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransUNetBackbone=R-50 + ViT-B162023.03 | 79 | 71.47 | — | — | 81.66 | 80.78 | 98.05 | — | — | — | — | — | — | |
| SSFormer-L#Params=66.22M, #FLOPs=17.28G, Resolution=256x2562024.05 | 78.76 | — | — | — | — | — | — | — | — | — | — | — | — | |
| APPGLabeled=103 (20%), Unlabeled=414 (80%)2026.03 | 78.38 | 69.12 | — | — | — | — | — | 95.93 | — | — | — | — | — | |
| TransUNet#Params=105.32M, #FLOPs=38.52G, Resolution=256x2562024.05 | 78.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UCTransNetMethod Category=Hybrid CNN-ViT2025.12 | 78.28 | — | — | — | — | — | — | 96.31 | — | — | — | — | — | |
| MSNetBackbone=R2-502023.03 | 78.18 | 70.57 | — | — | 82.73 | 78.5 | 98.29 | — | — | — | — | — | — | |
| MultiResNetMethod Category=Hybrid CNN-ViT2025.12 | 77.98 | — | — | — | — | — | — | 96.67 | — | — | — | — | — | |
| UMambaLoss=MASL2026.01 | 77.92 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LB-UNet2026.04 | 77.86 | 63.75 | — | 14.49 | — | 71.07 | 99.45 | 98.14 | — | — | — | — | — | |
| NU-NetBackbone=Deeper U-Net, medicine-specific=true2023.03 | 77.79 | 68.86 | — | — | 78.9 | 82.48 | 97.79 | — | — | — | — | — | — | |
| SemiMedSegPartition Protocol=1/42025.03 | 77.73 | 69.05 | — | — | — | — | — | — | — | — | — | — | — | |
| TransUNetMethod Category=Hybrid CNN-ViT2025.12 | 77.53 | — | — | — | — | — | — | 96.42 | — | — | — | — | — | |
| APPGLabeled=51 (10%), Unlabeled=466 (90%)2026.03 | 77.4 | 68.5 | — | — | — | — | — | 95.71 | — | — | — | — | — | |
| SwinUNet#Params=27.17M, #FLOPs=6.2G, Resolution=224x2242024.05 | 77.38 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CaraNet#Params=46.64M, #FLOPs=11.48G, Resolution=256x2562024.05 | 77.34 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DuckNetLoss=MASL2026.01 | 77.12 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UNetPartition Protocol=1/22025.03 | 77.06 | 70.88 | — | — | — | — | — | — | — | — | — | — | — | |
| SemiMedSegPartition Protocol=1/22025.03 | 77.03 | 68.71 | — | — | — | — | — | — | — | — | — | — | — | |
| UNetPartition Protocol=1/42025.03 | 77.01 | 67.6 | — | — | — | — | — | — | — | — | — | — | — | |
| UACANet-L#Params=69.16M, #FLOPs=31.51G, Resolution=256x2562024.05 | 76.96 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepLabv3+#Params=39.76M, #FLOPs=14.92G, Resolution=256x2562024.05 | 76.81 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SwinUNetLoss=MASL2026.01 | 76.78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FCNMethod Category=CNN2025.12 | 76.76 | — | — | — | — | — | — | 95.65 | — | — | — | — | — | |
| U-KANParams(M)=9.38, FLOPS(G)=6.892026.02 | 76.42 | 63.38 | — | 7.19 | — | — | — | — | — | — | — | — | — | |
| RadiomicNetParams (M)=3.272026.07 | 76.3 | 66.2 | — | — | 76.2 | 84.5 | — | — | — | — | — | — | — | |
| TransUNetLoss=MASL2026.01 | 76.23 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UNet2026.01 | 76.18 | 65.83 | 79.58 | — | 82.75 | 76.66 | — | 94.85 | — | — | 4.0041 | — | — | |
| Proposed entropy-guided boundary model2026.06 | 76 | 69.3 | — | — | — | — | — | 96.1 | — | — | — | 0.0279 | 0.0095 | |
| U-Net++Loss=MASL2026.01 | 75.89 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMambaLoss=standard Dice loss2026.01 | 75.87 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TPFIANet2026.02 | 75.84 | 66.2 | — | — | — | — | — | — | — | — | — | — | — | |
| Attention UNetMethod Category=CNN2025.12 | 75.83 | — | — | — | — | — | — | 96.54 | — | — | — | — | — | |
| Text-semisegVenue=MICCAI’25, Labeled=103 (20%), Unlabeled=414 (80%)2026.03 | 75.83 | 67.25 | — | — | — | — | — | 95.92 | — | — | — | — | — | |
| WDFFU-MambaParams=5.65M2025.12 | 75.73 | 65.08 | — | 53.34 | 71.46 | 91.16 | 98.28 | — | — | — | — | — | — | |
| UNeXtParams(M)=1.47, FLOPS(G)=4.582026.02 | 75.52 | 61.78 | — | 8.33 | — | — | — | — | — | — | — | — | — | |
| RAPUNetLoss=MASL2026.01 | 75.34 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DuckNetLoss=standard Dice loss2026.01 | 75.23 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Prior-Aware Pseudo-LabelingPartition Protocol=1/82025.03 | 75.19 | 66.9 | — | — | — | — | — | — | — | — | — | — | — | |
| VM-UNetParams=22.04M2025.12 | 75.16 | 66.84 | — | 28.33 | 78.58 | 74.84 | 99.27 | — | — | — | — | — | — | |
| PraNet#Params=32.55M, #FLOPs=6.93G, Resolution=256x2562024.05 | 75.14 | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-KANParams (M)=14.02026.07 | 75.1 | 64.5 | — | — | — | — | — | — | — | — | — | — | — | |
| Text-semisegVenue=MICCAI’25, Labeled=51 (10%), Unlabeled=466 (90%)2026.03 | 75.06 | 65.88 | — | — | — | — | — | 95.46 | — | — | — | — | — | |
| SwinUNetLoss=standard Dice loss2026.01 | 74.92 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransUNetParams (M)=93.02026.07 | 74.8 | 64.1 | — | — | — | — | — | — | — | — | — | — | — | |
| UNet++#Params=9.16M, #FLOPs=34.65G, Resolution=256x2562024.05 | 74.76 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UNeXt#Params=1.47M, #FLOPs=0.57G, Resolution=256x2562024.05 | 74.71 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Rolling-UnetParams(M)=25.32, FLOPS(G)=28.322026.02 | 74.67 | 61 | — | 6.19 | — | — | — | — | — | — | — | — | — | |
| PraNetLoss=MASL2026.01 | 74.67 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AttnUNet#Params=34.88M, #FLOPs=66.64G, Resolution=256x2562024.05 | 74.48 | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-NetLoss=MASL2026.01 | 74.45 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransUNetLoss=standard Dice loss2026.01 | 74.45 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UTNetBackbone=R-50 + ViT-B162023.03 | 74.41 | 67.46 | — | — | 79.88 | 74.82 | 98.37 | — | — | — | — | — | — | |
| DAU-NetMethod Category=CNN2025.12 | 74.23 | — | — | — | — | — | — | 96.21 | — | — | — | — | — | |
| UNet#Params=24.53M, #FLOPs=65.53G, Resolution=256x2562024.05 | 74.04 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SKU-NetBackbone=SKs, medicine-specific=true2023.03 | 74.03 | 64.48 | — | — | 75.37 | 78.56 | 97.21 | — | — | — | — | — | — | |
| UNet++Params (M)=9.02026.07 | 74 | 63.4 | — | — | — | — | — | — | — | — | — | — | — | |
| MTVenue=NeurIPS’17, Labeled=103 (20%), Unlabeled=414 (80%)2026.03 | 73.6 | 64.27 | — | — | — | — | — | 95.68 | — | — | — | — | — | |
| MCFVenue=CVPR’23, Labeled=103 (20%), Unlabeled=414 (80%)2026.03 | 73.23 | 63.83 | — | — | — | — | — | 95.58 | — | — | — | — | — | |
| U-Net++Loss=standard Dice loss2026.01 | 73.21 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RAPUNetLoss=standard Dice loss2026.01 | 72.89 | — | — | — | — | — | — | — | — | — | — | — | — |