Medical Image Segmentation on CVC-ClinicDB
95.58Dice ScoreRWKV-UNet-S
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RWKV-UNet-SParams.=9.70M, FLOPS=7.64G2025.01 | 95.58 | — | — | — | — | — | — | |
| RWKV-UNet-SParams.=9.70M, FLOPS=7.64G2025.01 | 95.58 | — | — | — | — | — | — | |
| RWKV-UNetParams.=17.13M, FLOPS=14.50G2025.01 | 95.26 | — | — | — | — | — | — | |
| RWKV-UNetParams.=17.13M, FLOPS=14.50G2025.01 | 95.26 | — | — | — | — | — | — | |
| LEAFCategory=Proposed2025.07 | 95.2 | 90.9 | — | — | — | — | — | |
| RWKV-UNet-TParams.=3.15M, FLOPS=3.70G2025.01 | 95.05 | — | — | — | — | — | — | |
| RWKV-UNet-TParams.=3.15M, FLOPS=3.70G2025.01 | 95.05 | — | — | — | — | — | — | |
| TransUNetParams.=105.3M, FLOPS=33.42G2025.01 | 93.91 | — | — | — | — | — | — | |
| TransUNetParams.=105.3M, FLOPS=33.42G2025.01 | 93.91 | — | — | — | — | — | — | |
| SDSegCategory=Diffusion-based2025.07 | 93.6 | 89.3 | — | — | — | — | — | |
| R50-UNetParams.=28.78M, FLOPS=9.72G2025.01 | 93.6 | — | — | — | — | — | — | |
| R50-UNetParams.=28.78M, FLOPS=9.72G2025.01 | 93.6 | — | — | — | — | — | — | |
| PVT-CASCADEParams.=35.27M, FLOPS=8.20G2025.01 | 93.45 | — | — | — | — | — | — | |
| PVT-CASCADEParams.=35.27M, FLOPS=8.20G2025.01 | 93.45 | — | — | — | — | — | — | |
| PVT-EMCAD-B2Params.=26.76M, FLOPS=5.64G2025.01 | 93.39 | — | — | — | — | — | — | |
| PVT-EMCAD-B2Params.=26.76M, FLOPS=5.64G2025.01 | 93.39 | — | — | — | — | — | — | |
| MSLAU-Net2025.05 | 93.03 | 88.68 | — | — | 98.84 | 93.84 | 92.65 | |
| BRAU-Net++2025.05 | 92.94 | 88.17 | — | — | 98.83 | 93.84 | 93.06 | |
| CMU-Netparams=49.93, FLOPs=91.252025.07 | 92.48 | — | — | — | — | — | — | |
| MedSegDiffCategory=Diffusion-based2025.07 | 92.4 | 88.9 | — | — | — | — | — | |
| MCTrans2021.06 | 92.3 | — | — | — | — | — | — | |
| TransUNetCategory=CNN/Transformer-based2025.07 | 92 | 87.8 | — | — | — | — | — | |
| Rolling-UNet-MParams.=7.10M, FLOPS=8.31G2025.01 | 91.91 | — | — | — | — | — | — | |
| Rolling-UNet-MParams.=7.10M, FLOPS=8.31G2025.01 | 91.91 | — | — | — | — | — | — | |
| Att-UNetparams=4.91, FLOPs=9.452025.07 | 91.77 | — | — | — | — | — | — | |
| CENet2021.06 | 91.53 | — | — | — | — | — | — | |
| Swin-UNetCategory=CNN/Transformer-based2025.07 | 91.4 | 87.4 | — | — | — | — | — | |
| CMUNeXtparams=3.14, FLOPs=7.412025.07 | 91.21 | — | — | — | — | — | — | |
| FCBFormerParams.=51.96M, FLOPS=41.22G2025.01 | 91.15 | — | — | — | — | — | — | |
| FCBFormerParams.=51.96M, FLOPS=41.22G2025.01 | 91.15 | — | — | — | — | — | — | |
| ConvUNeXtparams=3.51, FLOPs=7.252025.07 | 90.99 | — | — | — | — | — | — | |
| U-Netparams=34.53, FLOPs=65.522025.07 | 90.97 | — | — | — | — | — | — | |
| VM-UNet2025.05 | 90.88 | 86.24 | — | — | 98.78 | 91.86 | 91.45 | |
| Att-UNetParams.=8.73M, FLOPS=16.78G2025.01 | 90.86 | — | — | — | — | — | — | |
| Att-UNetParams.=8.73M, FLOPS=16.78G2025.01 | 90.86 | — | — | — | — | — | — | |
| TransUnetparams=93.23, FLOPs=32.232025.07 | 90.84 | — | — | — | — | — | — | |
| U-RWKVparams=2.97, FLOPs=7.282025.07 | 90.58 | — | — | — | — | — | — | |
| AttentionUNet2021.06 | 90.57 | — | — | — | — | — | — | |
| MedTparams=1.37, FLOPs=2.412025.07 | 90.38 | — | — | — | — | — | — | |
| TinyUnetparams=0.48, FLOPs=1.672025.07 | 90.37 | — | — | — | — | — | — | |
| Rich-U-Net2026.03 | 90.36 | 82.68 | — | 1.783 | — | — | — | |
| UNet++Params.=9.16M, FLOPS=34.71G2025.01 | 90.07 | — | — | — | — | — | — | |
| UNet++Params.=9.16M, FLOPS=34.71G2025.01 | 90.07 | — | — | — | — | — | — | |
| U-KANParams.=25.36M, FLOPS=8.08G2025.01 | 89.88 | — | — | — | — | — | — | |
| U-KANParams.=25.36M, FLOPS=8.08G2025.01 | 89.88 | — | — | — | — | — | — | |
| Att-UNet2025.05 | 89.57 | 83.54 | — | — | 98.64 | 90.47 | 90.1 | |
| UNet++2021.06 | 89.3 | — | — | — | — | — | — | |
| U-NetParams.=7.77M, FLOPS=12.16G2025.01 | 89.22 | — | — | — | — | — | — | |
| U-NetParams.=7.77M, FLOPS=12.16G2025.01 | 89.22 | — | — | — | — | — | — | |
| UNeXtparams=1.47, FLOPs=0.572025.07 | 88.76 | — | — | — | — | — | — | |
| P2SAMFull Fine-Tune=true2024.03 | 88.76 | — | — | — | — | — | — | |
| EMCAD2026.03 | 88.63 | 80.46 | — | 2.1365 | — | — | — | |
| UNet2021.06 | 88.59 | — | — | — | — | — | — | |
| Swin-Unet2025.05 | 88.21 | 84.85 | — | — | 98.72 | 90.52 | 91.13 | |
| U-RWKV-sparams=0.46, FLOPs=1.022025.07 | 87.98 | — | — | — | — | — | — | |
| U-Net2025.05 | 87.22 | 80.91 | — | — | 98.45 | 88.24 | 89.35 | |
| MedT2025.05 | 86.97 | 81.47 | — | — | 98.44 | 89.35 | 90.04 | |
| TransUNet2025.05 | 86.7 | 79.95 | — | — | 98.25 | 87.63 | 87.34 | |
| UNeXt2026.03 | 86.19 | 78.31 | — | 3.2458 | — | — | — | |
| U-NetCategory=CNN/Transformer-based2025.07 | 85.6 | 80.5 | — | — | — | — | — | |
| Trans-U-Net2026.03 | 84.75 | 76.25 | — | 4.3219 | — | — | — | |
| SAM 2 + P2SAMFull Fine-Tune=false2024.03 | 84.43 | — | — | — | — | — | — | |
| SwinUnetparams=27.15, FLOPs=5.912025.07 | 84.15 | — | — | — | — | — | — | |
| SemiGDALabeled Ratio=30%2026.04 | 83.88 | 77.22 | — | 3.56 | — | — | — | |
| MC-NetLabeled Ratio=30%2026.04 | 83.53 | 76.78 | — | 3.56 | — | — | — | |
| UNextParams.=1.47M, FLOPS=0.58G2025.01 | 83.48 | — | — | — | — | — | — | |
| UNextParams.=1.47M, FLOPS=0.58G2025.01 | 83.48 | — | — | — | — | — | — | |
| label-propagationFull Fine-Tune=true2024.03 | 82.92 | — | — | — | — | — | — | |
| UL-VM-UNet2026.03 | 82.42 | 74.09 | — | 5.8763 | — | — | — | |
| SAM 2Full Fine-Tune=false2024.03 | 81.98 | — | — | — | — | — | — | |
| VCLIPSegLabeled Ratio=30%2026.04 | 81.61 | 75.37 | — | 3.36 | — | — | — | |
| CDMALabeled Ratio=30%2026.04 | 80.81 | 72.79 | — | 3.81 | — | — | — | |
| MedCLIPSegdomain=target2026.02 | 80.8 | — | — | — | — | — | — | |
| URPCLabeled Ratio=30%2026.04 | 80.7 | 74.58 | — | 3.64 | — | — | — | |
| MCFLabeled Ratio=30%2026.04 | 80.41 | 74.5 | — | 3.63 | — | — | — | |
| BS-NetLabeled Ratio=30%2026.04 | 80.32 | 74.15 | — | 3.62 | — | — | — | |
| PraNet2026.03 | 80.04 | 71.84 | — | 7.142 | — | — | — | |
| CSCPALabeled Ratio=30%2026.04 | 79.66 | 70.75 | — | 4.34 | — | — | — | |
| SemiGDALabeled Ratio=10%2026.04 | 79.37 | 72.1 | — | 3.88 | — | — | — | |
| UnCoLabeled Ratio=30%2026.04 | 79.29 | 72.45 | — | 3.58 | — | — | — | |
| UA-MTLabeled Ratio=30%2026.04 | 78.89 | 72.61 | — | 3.68 | — | — | — | |
| CSCPALabeled Ratio=10%2026.04 | 78.75 | 70.64 | — | 3.38 | — | — | — | |
| FANet2026.03 | 78.68 | 69.62 | — | 8.2635 | — | — | — | |
| SKCDFLabeled Ratio=30%2026.04 | 78.31 | 71.11 | — | 3.62 | — | — | — | |
| UnCoLabeled Ratio=10%2026.04 | 78.01 | 71.61 | — | 3.39 | — | — | — | |
| CaraNet2026.03 | 77.34 | 67.48 | — | 9.7621 | — | — | — | |
| VCLIPSegLabeled Ratio=10%2026.04 | 76.48 | 68.85 | — | 3.7 | — | — | — | |
| URPCLabeled Ratio=10%2026.04 | 76.42 | 69.33 | — | 3.78 | — | — | — | |
| CauSSLLabeled Ratio=10%2026.04 | 76.23 | 68.44 | — | 3.99 | — | — | — | |
| VLSM-Adapterdomain=target2026.02 | 76.09 | — | — | — | — | — | — | |
| Res-U-Net2026.03 | 75.92 | 65.23 | — | 11.0987 | — | — | — | |
| LViTdomain=target2026.02 | 75.27 | — | — | — | — | — | — | |
| MC-NetLabeled Ratio=10%2026.04 | 75.21 | 67.87 | — | 4.1 | — | — | — | |
| CauSSLLabeled Ratio=30%2026.04 | 75.18 | 68.08 | — | 3.89 | — | — | — | |
| BS-NetLabeled Ratio=10%2026.04 | 74.83 | 67.44 | — | 4.03 | — | — | — | |
| Swin-U-Net2026.03 | 74.61 | 63.11 | — | 12.4432 | — | — | — | |
| UA-MTLabeled Ratio=10%2026.04 | 74.51 | 67.14 | — | 4.05 | — | — | — | |
| SANdomain=target2026.02 | 74.46 | — | — | — | — | — | — | |
| PMTLabeled Ratio=30%2026.04 | 74.35 | 67.17 | — | 3.55 | — | — | — | |
| DTCLabeled Ratio=30%2026.04 | 74.28 | 66.21 | — | 3.97 | — | — | — |