Polyp Segmentation on ColonDB (test)
0.838DICESiamese-Diffusion
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Siamese-DiffusionBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 0.838 | 0.758 | — | — | — | — | — | |
| PVT-GCASCADE2023.10 | 0.8261 | 0.746 | — | — | — | — | — | |
| PVT-CASCADE2023.10 | 0.8254 | 0.7453 | — | — | — | — | — | |
| Copy-PasteBase Architecture=CT-Net2025.05 | 0.825 | 0.747 | — | — | — | — | — | |
| ArSDMBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 0.819 | 0.74 | — | — | — | — | — | |
| ArSDMBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 0.817 | 0.738 | — | — | — | — | — | |
| Siamese-DiffusionBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 0.817 | 0.74 | — | — | — | — | — | |
| T2I-AdapterBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 0.817 | 0.741 | — | — | — | — | — | |
| ControlNetBase Architecture=Polyp-PVT, Prior Type=Mask-Image joint (M+I)2025.05 | 0.816 | 0.737 | — | — | — | — | — | |
| ControlNetBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 0.814 | 0.735 | — | — | — | — | — | |
| CT-NetBase Architecture=CT-Net2025.05 | 0.813 | 0.734 | — | — | — | — | — | |
| ControlNetBase Architecture=CT-Net, Prior Type=Mask-Image joint (M+I)2025.05 | 0.811 | 0.736 | — | — | — | — | — | |
| Polyp-PVT2021.08 | 0.808 | 0.727 | 0.795 | 0.865 | 0.913 | 0.919 | 0.031 | |
| Polyp-PVTBase Architecture=Polyp-PVT2025.05 | 0.808 | 0.727 | — | — | — | — | — | |
| ControlNetBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 0.808 | 0.725 | — | — | — | — | — | |
| PolypPVT2023.10 | 0.8075 | 0.7185 | — | — | — | — | — | |
| T2I-AdapterBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 0.806 | 0.724 | — | — | — | — | — | |
| Copy-PasteBase Architecture=Polyp-PVT2025.05 | 0.798 | 0.718 | — | — | — | — | — | |
| SSFormerPVT2023.10 | 0.7934 | 0.7063 | — | — | — | — | — | |
| Siamese-DiffusionBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 0.791 | 0.713 | — | — | — | — | — | |
| ControlNetBase Architecture=SANet, Prior Type=Mask-Image joint (M+I)2025.05 | 0.782 | 0.705 | — | — | — | — | — | |
| SinGAN-SegBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 0.78 | 0.704 | — | — | — | — | — | |
| Copy-PasteBase Architecture=SANet2025.05 | 0.777 | 0.7 | — | — | — | — | — | |
| T2I-AdapterBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 0.777 | 0.694 | — | — | — | — | — | |
| ArSDMBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 0.777 | 0.7 | — | — | — | — | — | |
| CaraNet2023.10 | 0.773 | 0.689 | — | — | — | — | — | |
| SinGAN-SegBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 0.773 | 0.694 | — | — | — | — | — | |
| ControlNetBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 0.77 | 0.69 | — | — | — | — | — | |
| SinGAN-SegBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 0.769 | 0.69 | — | — | — | — | — | |
| KDASParams(M)=3.7, FLOPs (G)=2.012023.12 | 0.759 | 0.679 | — | — | — | — | — | |
| EU-NetVenue=CRV'212021.08 | 0.756 | 0.681 | 0.73 | 0.831 | 0.863 | 0.872 | 0.045 | |
| SANetVenue=MICCAI'212021.08 | 0.753 | 0.67 | 0.726 | 0.837 | 0.869 | 0.878 | 0.043 | |
| SANetBase Architecture=SANet2025.05 | 0.753 | 0.67 | — | — | — | — | — | |
| MMFIL-NetParams(M)=6.7, FLOPs (G)=4.322023.12 | 0.744 | 0.659 | — | — | — | — | — | |
| MSEGVenue=arXiv'212021.08 | 0.735 | 0.666 | 0.724 | 0.834 | 0.859 | 0.875 | 0.038 | |
| UACANet-L2023.10 | 0.7257 | 0.6541 | — | — | — | — | — | |
| ACSNetVenue=MICCAI'202021.08 | 0.716 | 0.649 | 0.697 | 0.829 | 0.839 | 0.851 | 0.039 | |
| PraNet2023.10 | 0.712 | 0.64 | — | — | — | — | — | |
| PraNetVenue=MICCAI'202021.08 | 0.712 | 0.64 | 0.699 | 0.82 | 0.847 | 0.872 | 0.043 | |
| DCRNetVenue=arXiv'212021.08 | 0.704 | 0.631 | 0.684 | 0.821 | 0.84 | 0.848 | 0.052 | |
| TransNetRParams(M)=27.3, FLOPs (G)=10.092023.12 | 0.68 | 0.61 | — | — | — | — | — | |
| UNet2023.10 | 0.512 | 0.444 | — | — | — | — | — | |
| U-NetVenue=MICCAI'152021.08 | 0.512 | 0.444 | 0.498 | 0.712 | 0.696 | 0.776 | 0.061 | |
| UNet++2023.10 | 0.483 | 0.41 | — | — | — | — | — | |
| UNet++Venue=DLMIA'182021.08 | 0.483 | 0.41 | 0.467 | 0.691 | 0.68 | 0.76 | 0.064 | |
| SFAVenue=MICCAI'19, implementation=published code2021.08 | 0.469 | 0.347 | 0.379 | 0.634 | 0.675 | 0.764 | 0.094 | |
| ColonSegNetParams(M)=5, FLOPs (G)=6.222023.12 | 0.12 | 0.1 | — | — | — | — | — |