Polyp Segmentation on CVC-ColonDB
88.14mIoUM-BFF-Net
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| M-BFF-Net2025.10 | 88.14 | 93.67 | 94.9 | — | 93.53 | — | — | 99.2 | — | — | |
| Meta-Polyp2025.10 | 87.85 | 93.53 | 93.92 | — | 93.14 | — | — | 99.29 | — | — | |
| Duck-Net2025.10 | 85.71 | 92.3 | 93.51 | — | 91.13 | — | — | 99.14 | — | — | |
| YOLO-SAM 22024.09 | 84.8 | 91.8 | — | — | — | — | — | — | — | — | |
| ARU-GD2025.10 | 84.01 | 91.31 | 86.59 | — | 96.57 | — | — | 99.01 | — | — | |
| Wavelet-Based Cross-Band Integration Framework2026.03 | 84 | 91.3 | — | — | — | — | — | — | — | — | |
| LDNet2023.01 | 83.39 | 78.43 | 83.46 | 98.49 | 81.15 | 70.58 | 96.21 | 96.48 | — | — | |
| TBconvL-Net2025.10 | 83.04 | 90.73 | 90.4 | — | 91.07 | — | — | 98.99 | — | — | |
| PraNet2023.01 | 82.17 | 76.24 | 81.85 | 98.54 | 78.43 | 68.29 | 96.06 | 96.26 | — | — | |
| ACSNet2023.01 | 81.77 | 75.31 | 77.38 | 99.26 | 81.72 | 67.38 | 96.16 | 96.32 | — | — | |
| CCBANet2023.01 | 81.23 | 75.36 | 82.34 | 98.39 | 77.79 | 66.57 | 95.89 | 96.14 | — | — | |
| SANet2023.01 | 80.83 | 73.5 | 75.21 | 99.09 | 81.43 | 65.47 | 96.19 | 96.4 | — | — | |
| Yolo-SAM2024.09 | 80.8 | 89.3 | — | — | — | — | — | — | — | — | |
| CRCNet2026.03 | 80 | 86.6 | — | — | — | — | — | — | — | — | |
| Polyper2026.03 | 79.6 | 86.8 | — | — | — | — | — | — | — | — | |
| ConvSegNet2026.03 | 75.6 | 88.4 | — | — | — | — | — | — | — | — | |
| UNet++2023.01 | 73.92 | 60.77 | 63.49 | 98.59 | 77.79 | 52.64 | 95.19 | 95.48 | — | — | |
| FAGF-Net2024.09 | 73.8 | 82 | — | — | — | — | — | — | — | — | |
| ESFPNet-Lvariant=Large2022.07 | 73 | 81.1 | — | — | — | — | — | — | — | — | |
| IC-PolypSeg2024.09 | 72.9 | 80.7 | — | — | — | — | — | — | — | — | |
| Polyp-PVTPublished Venue=AIR'232024.06 | 72.7 | 80.8 | — | — | — | — | — | — | — | — | |
| Polyp-PVT2024.09 | 72.7 | 80.8 | — | — | — | — | — | — | — | — | |
| SSFormer-Lvariant=Large2022.07 | 72.1 | 80.2 | — | — | — | — | — | — | — | — | |
| SSFormerPublished Venue=MICCAI'222024.06 | 72.1 | 80.2 | — | — | — | — | — | — | — | — | |
| SSFormer2024.09 | 72.1 | 80.2 | — | — | — | — | — | — | — | — | |
| Swin-Unet2025.10 | 71.98 | 83.71 | 81.51 | — | 86.03 | — | — | 98.29 | — | — | |
| LDNetPublished Venue=MICCAI'222024.06 | 71.5 | 79.4 | — | — | — | — | — | — | — | — | |
| UNet2023.01 | 70.92 | 56.4 | 63.05 | 98 | 68.01 | 47.32 | 94.51 | 94.84 | — | — | |
| UACANetPublished Venue=MM'212024.06 | 70.4 | 78.3 | — | — | — | — | — | — | — | — | |
| MEGANet2026.03 | 70.4 | 80.2 | — | — | — | — | — | — | — | — | |
| UNet2026.03 | 70.4 | 80.2 | — | — | — | — | — | — | — | — | |
| U-Net2025.10 | 70.37 | 80.32 | 82.74 | — | 81 | — | — | 98.07 | — | — | |
| ASPSBackbone=ViT-H2024.06 | 70.1 | 79.9 | — | — | — | — | — | — | — | — | |
| ASPSBackbone=ViT-B2024.06 | 69.4 | 79.2 | — | — | — | — | — | — | — | — | |
| ResUNet2023.01 | 69.04 | 54.87 | 59.91 | 98.06 | 65.29 | 44.31 | 93.77 | 94.06 | — | — | |
| CaraNet2022.07 | 68.9 | 77.3 | — | — | — | — | — | — | — | — | |
| BCDU-Net2025.10 | 68.7 | 73.98 | 60.57 | — | 95 | — | — | 97.61 | — | — | |
| ASPSBackbone=Efficient-SAM2024.06 | 68 | 78.2 | — | — | — | — | — | — | — | — | |
| SANetPublished Venue=MICCAI'212024.06 | 66.9 | 75.2 | — | — | — | — | — | — | — | — | |
| SANet2024.09 | 66.9 | 75.2 | — | — | — | — | — | — | — | — | |
| UNet++2025.10 | 66.87 | 63.83 | 70.1 | — | 58.58 | — | — | 95.65 | — | — | |
| MSNetPublished Venue=MICCAI'212024.06 | 66.8 | 74.7 | — | — | — | — | — | — | — | — | |
| MSNet2024.09 | 66.8 | 74.7 | — | — | — | — | — | — | — | — | |
| MSEG2024.09 | 66.6 | 73.5 | — | — | — | — | — | — | — | — | |
| CFANetPublished Venue=PR'232024.06 | 66.5 | 74.3 | — | — | — | — | — | — | — | — | |
| CFA-Net2024.09 | 66.5 | 74.3 | — | — | — | — | — | — | — | — | |
| HarDNet-MSEGresolution=312x3122021.01 | 66 | 73.1 | — | — | — | — | — | — | — | — | |
| MedSAMPublished Venue=Nature'242024.06 | 65.1 | 73.4 | — | — | — | — | — | — | — | — | |
| CaraNet2026.03 | 65.1 | 76 | — | — | — | — | — | — | — | — | |
| PraNetresolution=312x3122021.01 | 64 | 70.9 | — | — | — | — | — | — | — | — | |
| PraNetPublished Venue=MICCAI'192024.06 | 64 | 70.9 | — | — | — | — | — | — | — | — | |
| PraNet2026.03 | 62 | 78.4 | — | — | — | — | — | — | — | — | |
| RPG-SAMsupport samples=1, feature_encoder=DINOv2 (ViT-L/14), mask_generator=SAM22026.03 | 61.16 | 68.77 | — | — | — | — | — | — | — | — | |
| SC-SAMLabeled ratio=10%, Specialist available=true2026.01 | 60.6 | 68.69 | — | — | — | — | — | — | — | — | |
| KnowSAMLabeled ratio=10%, Specialist available=true2026.01 | 60.04 | 68.21 | — | — | — | — | — | — | — | — | |
| SAMUSPublished Venue=ArXiv'232024.06 | 59.7 | 73.1 | — | — | — | — | — | — | — | — | |
| SC-SAMLabeled ratio=5%, Specialist available=true2026.01 | 58.97 | 67.77 | — | — | — | — | — | — | — | — | |
| SAMLabeled ratio=10%, Specialist available=false2026.01 | 58.17 | 66.74 | — | — | — | — | — | — | — | — | |
| KnowSAMLabeled ratio=5%, Specialist available=true2026.01 | 58.14 | 66.76 | — | — | — | — | — | — | — | — | |
| CascadePSPBackbone=SegFormer-B0, Delta Params=+1 364 265, Delta GFLOPs=+63.462026.07 | 57.92 | — | — | — | — | — | — | — | 58.57 | 75.49 | |
| RIGS-RefinerBackbone=SegFormer-B0, Delta Params=+519, Delta GFLOPs=+0.6312026.07 | 57.83 | — | — | — | — | — | — | — | 58.75 | 74.75 | |
| SegFixBackbone=SegFormer-B0, Delta Params=+11 369, Delta GFLOPs=+1.422026.07 | 57.71 | — | — | — | — | — | — | — | 58.95 | 74.5 | |
| rNCABackbone=SegFormer-B0, Delta Params=+13 649, Delta GFLOPs=+3.782026.07 | 57.7 | — | — | — | — | — | — | — | 58.83 | 74.29 | |
| BaselineBackbone=SegFormer-B0, Delta Params=0, Delta GFLOPs=0.0002026.07 | 57.68 | — | — | — | — | — | — | — | 58.93 | 74.36 | |
| DCRNetPublished Venue=ISBI'222024.06 | 57.6 | 66.1 | — | — | — | — | — | — | — | — | |
| DUCKNet2026.03 | 57 | 68.3 | — | — | — | — | — | — | — | — | |
| SAM-AdapterPublished Venue=ICCV'232024.06 | 56.8 | 67.1 | — | — | — | — | — | — | — | — | |
| OPSAMsupport samples=12026.03 | 56.44 | 62.86 | — | — | — | — | — | — | — | — | |
| ProtoSAMsupport samples=12026.03 | 55.92 | 63.45 | — | — | — | — | — | — | — | — | |
| SAMLabeled ratio=5%, Specialist available=false2026.01 | 52.37 | 60.82 | — | — | — | — | — | — | — | — | |
| Matchersupport samples=12026.03 | 52.01 | 58.42 | — | — | — | — | — | — | — | — | |
| SAMPathPublished Venue=MICCAIW'232024.06 | 51.6 | 63.2 | — | — | — | — | — | — | — | — | |
| SAM-Path2024.09 | 51.6 | 63.2 | — | — | — | — | — | — | — | — | |
| U-Netresolution=312x3122021.01 | 44.4 | 51.2 | — | — | — | — | — | — | — | — | |
| Unet++2022.07 | 44.4 | 51.2 | — | — | — | — | — | — | — | — | |
| UNetPublished Venue=MICCAI'152024.06 | 43.6 | 50.4 | — | — | — | — | — | — | — | — | |
| UNet2024.09 | 43.6 | 50.4 | — | — | — | — | — | — | — | — | |
| CPC-SAMLabeled ratio=10%, Specialist available=false2026.01 | 43.01 | 47.53 | — | — | — | — | — | — | — | — | |
| RIGS-RefinerBackbone=PraNet, Delta Params=+519, Delta GFLOPs=+0.6312026.07 | 42.76 | — | — | — | — | — | — | — | 152.8 | 61.27 | |
| rNCABackbone=PraNet, Delta Params=+13 649, Delta GFLOPs=+3.782026.07 | 42.58 | — | — | — | — | — | — | — | 152.95 | 61.12 | |
| CascadePSPBackbone=PraNet, Delta Params=+1 364 265, Delta GFLOPs=+63.462026.07 | 42.45 | — | — | — | — | — | — | — | 154.21 | 61.11 | |
| SegFixBackbone=PraNet, Delta Params=+11 369, Delta GFLOPs=+1.422026.07 | 42.39 | — | — | — | — | — | — | — | 153.03 | 60.94 | |
| SAM-LPublished Venue=ICCV'232024.06 | 42.2 | 46.8 | — | — | — | — | — | — | — | — | |
| BaselineBackbone=PraNet, Delta Params=0, Delta GFLOPs=0.0002026.07 | 41.91 | — | — | — | — | — | — | — | 156.58 | 60.12 | |
| AutoSAMPublished Venue=ArXiv'232024.06 | 41.8 | 53.5 | — | — | — | — | — | — | — | — | |
| U-Net++resolution=312x3122021.01 | 41 | 48.3 | — | — | — | — | — | — | — | — | |
| UNet++2024.09 | 40.8 | 48.2 | — | — | — | — | — | — | — | — | |
| CPC-SAMLabeled ratio=5%, Specialist available=false2026.01 | 40.17 | 44.68 | — | — | — | — | — | — | — | — | |
| SAM-HPublished Venue=ICCV'232024.06 | 39.6 | 44.1 | — | — | — | — | — | — | — | — | |
| SFAresolution=312x3122021.01 | 34.7 | 46.9 | — | — | — | — | — | — | — | — | |
| SFA2022.07 | 34.7 | 46.9 | — | — | — | — | — | — | — | — | |
| SurgicalSAMPublished Venue=AAAI'242024.06 | 33 | 46 | — | — | — | — | — | — | — | — | |
| SurgicalSAM2024.09 | 33 | 46 | — | — | — | — | — | — | — | — | |
| MedSAMLabeled ratio=10%, Specialist available=false2026.01 | 15.89 | 22.18 | — | — | — | — | — | — | — | — | |
| SEGICsupport samples=12026.03 | 12 | 18.25 | — | — | — | — | — | — | — | — | |
| MedSAMLabeled ratio=5%, Specialist available=false2026.01 | 11.57 | 16.85 | — | — | — | — | — | — | — | — | |
| SAMedPublished Venue=ArXiv'232024.06 | 11.5 | 19.9 | — | — | — | — | — | — | — | — | |
| SAM-Med2DLabeled ratio=5%, Specialist available=false2026.01 | 11.45 | 18.73 | — | — | — | — | — | — | — | — | |
| SAM-Med2DLabeled ratio=10%, Specialist available=false2026.01 | 10.8 | 17.63 | — | — | — | — | — | — | — | — | |
| PerSAMsupport samples=12026.03 | 10.31 | 16.18 | — | — | — | — | — | — | — | — |