Medical Image Segmentation on Kvasir-SEG (test)
96.45mIoUSTPNet
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| STPNetDirect Text Input=false2025.04 | 96.45 | 98.19 | — | — | — | — | — | — | — | — | |
| MetaDCSegNoise Level=0%2025.11 | 93.47 | 96.35 | — | — | — | — | — | — | — | 5.16 | |
| L2B*Noise Level=0%2025.11 | 91.85 | 95.78 | — | — | — | — | — | — | — | 6.23 | |
| MetaDCSegNoise Level=20%2025.11 | 90.89 | 94.42 | — | — | — | — | — | — | — | 8.07 | |
| MSRF-Net2022.03 | 89.14 | 92.17 | — | — | — | — | — | — | — | — | |
| SSFormerVariant=L2022.03 | 89.05 | 93.57 | — | — | — | — | — | — | — | — | |
| SSFormer-LFlops/G=17.28, Params/M=65.952025.01 | 89.05 | 93.57 | — | — | — | — | — | — | — | — | |
| FCBFormerFlops/G=38.77, Params/M=52.942025.01 | 89.03 | 93.85 | — | — | — | — | — | — | — | — | |
| L2B*Noise Level=20%2025.11 | 88.19 | 93.62 | — | — | — | — | — | — | — | 10.44 | |
| SAM2UNetDirect Text Input=false2025.04 | 87.9 | 92.8 | — | — | — | — | — | — | — | — | |
| ESFPNet-LFlops/G=11.60, Params/M=61.692025.01 | 87.5 | 92.5 | — | — | — | — | — | — | — | — | |
| SSFormerVariant=S2022.03 | 87.43 | 92.61 | — | — | — | — | — | — | — | — | |
| MetaDCSegNoise Level=40%2025.11 | 87.01 | 90.72 | — | — | — | — | — | — | — | 13.96 | |
| SegFormer-B4Ratio=100%2024.05 | 86.86 | 91.79 | 3.01 | 97.48 | — | — | — | — | — | — | |
| Med-DisSeg2026.05 | 85.9 | 91.6 | — | — | — | — | — | 91.3 | 94 | — | |
| SupervisedPrompt=box2023.12 | 85.89 | — | — | — | — | — | — | — | — | — | |
| Deeplabv3+2022.03 | 85.75 | 89.65 | — | — | — | — | — | — | — | — | |
| TMCACategory=Language-guided2024.12 | 85.54 | 92.2 | — | — | — | — | — | — | — | — | |
| WeSAMPrompt=box2023.12 | 85.47 | — | — | — | — | — | — | — | — | — | |
| TRIBEPrompt=box2023.12 | 85.05 | — | — | — | — | — | — | — | — | — | |
| FRCNetRatio=20%2024.05 | 85.01 | 90.62 | 2.78 | 97.22 | — | — | — | — | — | — | |
| ConDSeg (AAAI 2025)2026.05 | 84.6 | 90.5 | — | — | — | — | — | 92.3 | 91.7 | — | |
| UniLSegDirect Text Input=true2025.04 | 84.57 | 90.95 | — | — | — | — | — | — | — | — | |
| LAVTDirect Text Input=true2025.04 | 84.37 | 89.98 | — | — | — | — | — | — | — | — | |
| HAMIL*Noise Level=0%2025.11 | 84.28 | 91.52 | — | — | — | — | — | — | — | 12.64 | |
| Soft TeacherPrompt=box2023.12 | 84.12 | — | — | — | — | — | — | — | — | — | |
| DTAN (KBS 2024)2026.05 | 84.1 | 90.4 | — | — | — | — | — | 91.6 | 92 | — | |
| WDASSPrompt=box2023.12 | 84.01 | — | — | — | — | — | — | — | — | — | |
| XBFormer (TMI 2023)2026.05 | 83.8 | 89 | — | — | — | — | — | 89.8 | 87.2 | — | |
| DINO-MVRReadout Resolution=512+1024, Metric Resolution=256 × 256, Test-Time Augmentation (TTA)=true, DenseCRF refinement=true2026.05 | 83.75 | 89.46 | — | — | — | — | 15 | — | — | — | |
| DCSAU-Net (Comput. Biol. Med. 2023)2026.05 | 83.5 | 88.9 | — | — | — | — | — | 89.5 | 89.5 | — | |
| HCFNetCategory=Language-guided2024.12 | 83.49 | 90.18 | — | — | — | — | — | — | — | — | |
| TGANetDirect Text Input=true2025.04 | 83.3 | 89.82 | — | — | — | — | — | — | — | — | |
| TGANet (MICCAI 2022)2026.05 | 83.3 | 89.2 | — | — | — | — | — | 91.3 | 91.2 | — | |
| TGANetCategory=Language-guided2024.12 | 83.3 | 89.82 | — | — | — | — | — | — | — | — | |
| PraNet (MICCAI 2020)2026.05 | 83 | 89.4 | — | — | — | — | — | 90.6 | 91.3 | — | |
| ConDSeg*Noise Level=0%2025.11 | 82.76 | 90.68 | — | — | — | — | — | — | — | 18.35 | |
| FRCNetRatio=10%2024.05 | 82.61 | 88.77 | 3.51 | 96.49 | — | — | — | — | — | — | |
| TENTPrompt=box2023.12 | 82.47 | — | — | — | — | — | — | — | — | — | |
| EviVLMCategory=Language-guided2024.12 | 82.45 | 89.63 | — | — | — | — | — | — | — | — | |
| CMIRNetDirect Text Input=true2025.04 | 82.43 | 88.91 | — | — | — | — | — | — | — | — | |
| SHOTPrompt=box2023.12 | 82.3 | — | — | — | — | — | — | — | — | — | |
| ST++Ratio=20%2024.05 | 82.17 | 87.94 | 3.47 | 96.36 | — | — | — | — | — | — | |
| DoubleAANet (Information Fusion 2025)2026.05 | 82.1 | 90.4 | — | — | — | — | — | 91.3 | 76.3 | — | |
| DePTPrompt=box2023.12 | 81.91 | — | — | — | — | — | — | — | — | — | |
| U-Net2022.03 | 81.76 | 86.29 | — | — | — | — | — | — | — | — | |
| L2B*Noise Level=40%2025.11 | 81.75 | 88.94 | — | — | — | — | — | — | — | 18.57 | |
| CASF-Net (Comput. Biol. Med. 2023)2026.05 | 81.7 | 88.7 | — | — | — | — | — | 89.2 | 88.2 | — | |
| SupervisedPrompt=poly2023.12 | 81.64 | — | — | — | — | — | — | — | — | — | |
| DirectPrompt=box2023.12 | 81.59 | — | — | — | — | — | — | — | — | — | |
| MetaDCSegNoise Level=60%2025.11 | 81.51 | 85.19 | — | — | — | — | — | — | — | 18.67 | |
| AriadneCategory=Language-guided2024.12 | 80.7 | 89.32 | — | — | — | — | — | — | — | — | |
| SegDINOResolution=256 × 2562026.05 | 80.64 | 87.65 | — | — | — | — | 20.8 | — | — | — | |
| GLORIADirect Text Input=true2025.04 | 80.58 | 87.74 | — | — | — | — | — | — | — | — | |
| BCPRatio=20%2024.05 | 80.45 | 87.43 | 3.54 | 96.23 | — | — | — | — | — | — | |
| ST++Ratio=10%2024.05 | 80.41 | 86.23 | 4.04 | 95.31 | — | — | — | — | — | — | |
| TransUNetDirect Text Input=false2025.04 | 79.37 | 86.91 | — | — | — | — | — | — | — | — | |
| DMTRatio=20%2024.05 | 79.32 | 86.47 | 4.03 | 95.83 | — | — | — | — | — | — | |
| UCTransNetDirect Text Input=false2025.04 | 79.09 | 86.73 | — | — | — | — | — | — | — | — | |
| CPSRatio=20%2024.05 | 78.86 | 85.83 | 4.23 | 95.88 | — | — | — | — | — | — | |
| RecLMISCategory=Language-guided2024.12 | 78.76 | 85.75 | — | — | — | — | — | — | — | — | |
| BCPRatio=10%2024.05 | 78.43 | 85.79 | 4.21 | 95.09 | — | — | — | — | — | — | |
| SLCNetRatio=20%2024.05 | 78.35 | 85.42 | 4.81 | 95.74 | — | — | — | — | — | — | |
| URPCRatio=20%2024.05 | 78.21 | 85.12 | 4.35 | 95.52 | — | — | — | — | — | — | |
| AttUNetDirect Text Input=false2025.04 | 78.12 | 85.72 | — | — | — | — | — | — | — | — | |
| nnUNetDirect Text Input=false2025.04 | 78.11 | 85.77 | — | — | — | — | — | — | — | — | |
| DTCRatio=20%2024.05 | 78.01 | 84.22 | 4.31 | 95.65 | — | — | — | — | — | — | |
| CCTRatio=20%2024.05 | 77.94 | 84.89 | 4.01 | 95.78 | — | — | — | — | — | — | |
| Swin-UNetDirect Text Input=false2025.04 | 77.56 | 85.9 | — | — | — | — | — | — | — | — | |
| SupervisedPrompt=point2023.12 | 77.54 | — | — | — | — | — | — | — | — | — | |
| MTRatio=20%2024.05 | 77.43 | 84.45 | 4.67 | 95.47 | — | — | — | — | — | — | |
| DMTRatio=10%2024.05 | 77.23 | 84.98 | 4.34 | 94.89 | — | — | — | — | — | — | |
| SASSNetRatio=20%2024.05 | 77.21 | 83.97 | 4.45 | 95.56 | — | — | — | — | — | — | |
| KCLA-UNetLayer attention=✓, Params(M)=1.55, FLOPs(G)=3.492026.06 | 77.21 | 87.13 | — | — | — | — | — | — | — | — | |
| LViTCategory=Language-guided2024.12 | 77.04 | 87.03 | — | — | — | — | — | — | — | — | |
| MRLA-L-UNetLayer attention=✓, Params(M)=1.54, FLOPs(G)=3.482026.06 | 76.59 | 86.74 | — | — | — | — | — | — | — | — | |
| CCTRatio=10%2024.05 | 76.45 | 83.74 | 4.39 | 94.88 | — | — | — | — | — | — | |
| DLA-L-UNetLayer attention=✓, Params(M)=1.57, FLOPs(G)=3.502026.06 | 76.33 | 86.57 | — | — | — | — | — | — | — | — | |
| MTRatio=10%2024.05 | 76.32 | 83.45 | 4.82 | 94.97 | — | — | — | — | — | — | |
| SegNetResolution=256 × 2562026.05 | 75.65 | 84.15 | — | — | — | — | 25.89 | — | — | — | |
| SLCNetRatio=10%2024.05 | 75.64 | 83.43 | 5.01 | 94.79 | — | — | — | — | — | — | |
| MADGNet*Noise Level=0%2025.11 | 75.63 | 86.14 | — | — | — | — | — | — | — | 28.92 | |
| UNetLayer attention=×, Params(M)=13.40, FLOPs(G)=31.122026.06 | 75.52 | 86.05 | — | — | — | — | — | — | — | — | |
| URPCRatio=10%2024.05 | 75.49 | 82.43 | 4.89 | 94.69 | — | — | — | — | — | — | |
| nnU-NetCategory=Image-only2024.12 | 75.48 | 85.64 | — | — | — | — | — | — | — | — | |
| CPSRatio=10%2024.05 | 75.34 | 82.81 | 4.67 | 94.91 | — | — | — | — | — | — | |
| WeSAMPrompt=point2023.12 | 75.23 | — | — | — | — | — | — | — | — | — | |
| SASSNetRatio=10%2024.05 | 75.21 | 82.78 | 4.91 | 94.78 | — | — | — | — | — | — | |
| SegFormer-B4Ratio=20%2024.05 | 74.69 | 82.16 | 4.86 | 95.27 | — | — | — | — | — | — | |
| Attention U-NetCategory=Image-only2024.12 | 74.19 | 85.18 | — | — | — | — | — | — | — | — | |
| DTCRatio=10%2024.05 | 73.84 | 80.75 | 4.98 | 94.6 | — | — | — | — | — | — | |
| UNetDirect Text Input=false2025.04 | 73.62 | 82.66 | — | — | — | — | — | — | — | — | |
| Soft TeacherPrompt=point2023.12 | 73.53 | — | — | — | — | — | — | — | — | — | |
| TRIBEPrompt=point2023.12 | 73.03 | — | — | — | — | — | — | — | — | — | |
| L2B*Noise Level=60%2025.11 | 72.83 | 82.96 | — | — | — | — | — | — | — | 31.87 | |
| ResNet-UNetLayer attention=×, Params(M)=1.53, FLOPs(G)=3.452026.06 | 72.49 | 84.05 | — | — | — | — | — | — | — | — | |
| UNet++Direct Text Input=false2025.04 | 72.43 | 82.38 | — | — | — | — | — | — | — | — | |
| Att-UNetResolution=256 × 2562026.05 | 72.02 | 80.16 | — | — | — | — | 31.92 | — | — | — | |
| CLIPDirect Text Input=true2025.04 | 71.38 | 81.9 | — | — | — | — | — | — | — | — | |
| SegFormer-B4Ratio=10%2024.05 | 71.07 | 78.83 | 5.39 | 94.52 | — | — | — | — | — | — |