Medical Image Segmentation on Kvasir-Seg
92.17Dice ScoreMSRF-Net
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MSRF-NetParameters=18.38M, FPS=14.382021.05 | 92.17 | 89.14 | 91.98 | 96.66 | — | — | — | — | |
| RWKV-UNet-SParams.=9.70M, FLOPS=7.64G2025.01 | 91.78 | — | — | — | — | — | — | — | |
| RWKV-UNet-SParams.=9.70M, FLOPS=7.64G2025.01 | 91.78 | — | — | — | — | — | — | — | |
| SpectraFlow2026.05 | 91.6 | 85.9 | 91.3 | 93.88 | — | — | — | — | |
| PVT-CASCADEParams.=35.27M, FLOPS=8.20G2025.01 | 91.4 | — | — | — | — | — | — | — | |
| PVT-CASCADEParams.=35.27M, FLOPS=8.20G2025.01 | 91.4 | — | — | — | — | — | — | — | |
| TransUNetParams.=105.3M, FLOPS=33.42G2025.01 | 91.34 | — | — | — | — | — | — | — | |
| TransUNetParams.=105.3M, FLOPS=33.42G2025.01 | 91.34 | — | — | — | — | — | — | — | |
| RWKV-UNet-TParams.=3.15M, FLOPS=3.70G2025.01 | 91.26 | — | — | — | — | — | — | — | |
| RWKV-UNetParams.=17.13M, FLOPS=14.50G2025.01 | 91.26 | — | — | — | — | — | — | — | |
| RWKV-UNet-TParams.=3.15M, FLOPS=3.70G2025.01 | 91.26 | — | — | — | — | — | — | — | |
| RWKV-UNetParams.=17.13M, FLOPS=14.50G2025.01 | 91.26 | — | — | — | — | — | — | — | |
| FCBFormerParams.=51.96M, FLOPS=41.22G2025.01 | 91.09 | — | — | — | — | — | — | — | |
| FCBFormerParams.=51.96M, FLOPS=41.22G2025.01 | 91.09 | — | — | — | — | — | — | — | |
| ESPNet2026.04 | 90.8 | 83.6 | 90.9 | 91.2 | — | — | — | — | |
| UHR-Net2026.04 | 90.8 | 85 | 92.7 | 91.2 | — | — | — | — | |
| PraNetParameters=32.54M, FPS=48.252021.05 | 90.78 | 85.61 | 90.34 | 93.52 | 0.3693 | — | — | — | |
| ConDSeg2026.04 | 90.5 | 84.6 | 92.3 | 91.7 | — | — | — | — | |
| ConDSeg2026.05 | 90.45 | 84.62 | 92.17 | 91.55 | — | — | — | — | |
| DTAN2026.05 | 90.44 | 84.1 | 91.65 | 92.06 | — | — | — | — | |
| DoubleAANet2026.05 | 90.41 | 82.12 | 91.32 | 76.38 | — | — | — | — | |
| DTAN2026.04 | 90.4 | 84.1 | 91.6 | 92 | — | — | — | — | |
| PVT-EMCAD-B2Params.=26.76M, FLOPS=5.64G2025.01 | 90.37 | — | — | — | — | — | — | — | |
| PVT-EMCAD-B2Params.=26.76M, FLOPS=5.64G2025.01 | 90.37 | — | — | — | — | — | — | — | |
| UACANet-LParameters=69.15M, FPS=28.42021.05 | 90.14 | 85.55 | 88.97 | 93.81 | 0.4878 | — | — | — | |
| R50-UNetParams.=28.78M, FLOPS=9.72G2025.01 | 90.13 | — | — | — | — | — | — | — | |
| R50-UNetParams.=28.78M, FLOPS=9.72G2025.01 | 90.13 | — | — | — | — | — | — | — | |
| Whitebox LoRAFoundation Model=MedSAM, Adaptation=Whitebox2024.05 | 90 | — | — | — | — | 20.05 | — | — | |
| Whitebox LoRAFoundation Model=MedSAM2024.05 | 90 | — | — | — | — | 20.05 | — | — | |
| TGANet2026.04 | 89.8 | 83.3 | 91.3 | 91.2 | — | — | — | — | |
| Deeplabv3+ (Xception)Parameters=41.25M, FPS=49.112021.05 | 89.65 | 85.75 | 89.84 | 94.96 | 0.366 | — | — | — | |
| PraNet2026.04 | 89.4 | 83 | 90.6 | 91.3 | — | — | — | — | |
| PraNet2026.05 | 89.4 | 83.04 | 90.62 | 91.37 | — | — | — | — | |
| TGANet2026.05 | 89.24 | 83.3 | 91.31 | 91.25 | — | — | — | — | |
| DDANetParameters=6.83M, FPS=7.762021.05 | 89.15 | 83.93 | 89.27 | 92.13 | 0.0256 | — | — | — | |
| CMU-Netparams=49.93, FLOPs=91.252025.07 | 89.12 | — | — | — | — | — | — | — | |
| XBFormer2026.05 | 89.07 | 83.81 | 89.8 | 87.22 | — | — | — | — | |
| CMUNeXt2026.04 | 89 | 81.1 | 89.3 | 89.9 | — | — | — | — | |
| HRNetV2-W48Parameters=65.84M, FPS=29.792021.05 | 88.96 | 82.62 | 89.73 | 90.56 | 0.0006 | — | — | — | |
| DCSAU-Net2026.05 | 88.92 | 83.51 | 89.53 | 89.5 | — | — | — | — | |
| DCSAU-Net2026.04 | 88.9 | 83.5 | 89.5 | 89.5 | — | — | — | — | |
| MedTparams=1.37, FLOPs=2.412025.07 | 88.85 | — | — | — | — | — | — | — | |
| CASF-Net2026.05 | 88.72 | 81.71 | 89.24 | 88.24 | — | — | — | — | |
| CASF-Net2026.04 | 88.7 | 81.7 | 89.2 | 88.2 | — | — | — | — | |
| U-RWKVparams=2.97, FLOPs=7.282025.07 | 88.17 | — | — | — | — | — | — | — | |
| UACANet-SParameters=26.90M, FPS=32.582021.05 | 88 | 82.5 | 87.01 | 92.29 | 0.0004 | — | — | — | |
| Whitebox LoRAFoundation Model=SAM2024.05 | 88 | — | — | — | — | 22.23 | — | — | |
| CMUNeXtparams=3.14, FLOPs=7.412025.07 | 87.82 | — | — | — | — | — | — | — | |
| U-Netparams=34.53, FLOPs=65.522025.07 | 87.65 | — | — | — | — | — | — | — | |
| Rolling-UNet-MParams.=7.10M, FLOPS=8.31G2025.01 | 87.41 | — | — | — | — | — | — | — | |
| Rolling-UNet-MParams.=7.10M, FLOPS=8.31G2025.01 | 87.41 | — | — | — | — | — | — | — | |
| TinyUnetparams=0.48, FLOPs=1.672025.07 | 87.32 | — | — | — | — | — | — | — | |
| TransUnetparams=93.23, FLOPs=32.232025.07 | 87.13 | — | — | — | — | — | — | — | |
| Att-UNetparams=4.91, FLOPs=9.452025.07 | 87.13 | — | — | — | — | — | — | — | |
| DoubleUNetParameters=29.29M, FPS=7.462021.05 | 86.99 | 81.66 | 90.39 | 89.42 | 0.0001 | — | — | — | |
| ConvUNeXtparams=3.51, FLOPs=7.252025.07 | 86.67 | — | — | — | — | — | — | — | |
| Deeplabv3+ (Mobilenet)Parameters=2.14M, FPS=118.52021.05 | 86.56 | 81.86 | 88.08 | 92.05 | 0.0001 | — | — | — | |
| U-NetParameters=7.11M, FPS=41.042021.05 | 86.29 | 81.76 | 90.94 | 89.01 | 0.0156 | — | — | — | |
| Att-UNetParams.=8.73M, FLOPS=16.78G2025.01 | 86.21 | — | — | — | — | — | — | — | |
| Att-UNetParams.=8.73M, FLOPS=16.78G2025.01 | 86.21 | — | — | — | — | — | — | — | |
| U-RWKV-sparams=0.46, FLOPs=1.022025.07 | 86.15 | — | — | — | — | — | — | — | |
| UNet++Params.=9.16M, FLOPS=34.71G2025.01 | 85.86 | — | — | — | — | — | — | — | |
| UNet++Params.=9.16M, FLOPS=34.71G2025.01 | 85.86 | — | — | — | — | — | — | — | |
| U-KANParams.=25.36M, FLOPS=8.08G2025.01 | 85.78 | — | — | — | — | — | — | — | |
| U-KANParams.=25.36M, FLOPS=8.08G2025.01 | 85.78 | — | — | — | — | — | — | — | |
| UNeXtparams=1.47, FLOPs=0.572025.07 | 85.11 | — | — | — | — | — | — | — | |
| U-NetParams.=7.77M, FLOPS=12.16G2025.01 | 84.94 | — | — | — | — | — | — | — | |
| U-NetParams.=7.77M, FLOPS=12.16G2025.01 | 84.94 | — | — | — | — | — | — | — | |
| Implicit U-KAN 2.02025.03 | 84.56 | 63.96 | — | — | — | 25.26 | 91.34 | 74.9 | |
| ColonSegNetParameters=5.01M, FPS=24.262021.05 | 82.03 | 74.35 | 81.24 | 88.32 | 0 | — | — | — | |
| ResUNet++Parameters=4.07M, FPS=15.922021.05 | 81.89 | 79.18 | 83.72 | 92.55 | 0 | — | — | — | |
| HRNetV2-W18-Smallv2Parameters=26.20M, FPS=52.682021.05 | 81.79 | 74.7 | 80.16 | 86.96 | 0 | — | — | — | |
| Rolling-Unet2025.03 | 80.78 | 57.05 | — | — | — | 33.74 | 92.78 | 65.85 | |
| SwinUnetparams=27.15, FLOPs=5.912025.07 | 80.67 | — | — | — | — | — | — | — | |
| UNextParams.=1.47M, FLOPS=0.58G2025.01 | 79.99 | — | — | — | — | — | — | — | |
| UNextParams.=1.47M, FLOPS=0.58G2025.01 | 79.99 | — | — | — | — | — | — | — | |
| ResUNet++ + CRFParameters=4.02M, FPS=15.122021.05 | 79.65 | 82.5 | 81.19 | 80.45 | 0 | — | — | — | |
| TransUNet2025.03 | 78.24 | 51.42 | — | — | — | 37.97 | 90.64 | 62.59 | |
| Attn U-Net2026.05 | 77.43 | 67.64 | 83.95 | 79.94 | — | — | — | — | |
| U-Net2025.03 | 77.41 | 48.57 | — | — | — | 44.75 | 90.23 | 60.74 | |
| U-Net++2026.05 | 77.24 | 67.93 | 86.57 | 77.78 | — | — | — | — | |
| U-Net++2026.04 | 77.2 | 67.9 | 86.5 | 77.6 | — | — | — | — | |
| UNeXt2025.03 | 75.83 | 46.57 | — | — | — | 41.12 | 89.26 | 58.21 | |
| U-Net2026.05 | 75.81 | 65.54 | 83.62 | 77.63 | — | — | — | — | |
| U-Net2026.04 | 75.8 | 65.5 | 83.6 | 77.6 | — | — | — | — | |
| U-Net++Parameters=9.04M, FPS=30.672021.05 | 74.75 | 63.13 | 68.65 | 88.71 | 0 | — | — | — | |
| USODE2025.03 | 74.65 | 42.64 | — | — | — | 45.2 | 90.31 | 55.06 | |
| U-KAN2025.03 | 73.31 | 42.07 | — | — | — | 48.4 | 89.49 | 52.89 | |
| BAPSFoundation Model=MedSAM2024.05 | 72 | — | — | — | — | 80.01 | — | — | |
| BAPSFoundation Model=SAM2024.05 | 72 | — | — | — | — | 83.55 | — | — | |
| BAPSFoundation Model=MedSAM2024.05 | 72 | — | — | — | — | 80.01 | — | — | |
| MLLA-UNet2025.03 | 69.62 | 35.74 | — | — | — | 53.62 | 87.91 | 46.53 | |
| VPFoundation Model=SAM2024.05 | 69 | — | — | — | — | 99.3 | — | — | |
| MedSAMFoundation Model=MedSAM, zero-shot=true2024.05 | 68 | — | — | — | — | 98.4 | — | — | |
| VPFoundation Model=MedSAM2024.05 | 68 | — | — | — | — | 90.36 | — | — | |
| SAM (ZS)Foundation Model=SAM2024.05 | 68 | — | — | — | — | 99.3 | — | — | |
| MedSAM (ZS)Foundation Model=MedSAM2024.05 | 68 | — | — | — | — | 98.4 | — | — | |
| VPFoundation Model=MedSAM2024.05 | 68 | — | — | — | — | 90.36 | — | — | |
| Att-UNetYear=20182026.03 | — | 62.75 | — | — | — | — | — | 83.36 | |
| P-UNETYear=20262026.03 | — | 66.23 | — | — | — | — | — | 85.43 |