Dichotomous Image Segmentation on DIS 470 (val)
0.915FmaxPDFNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PDFNetBackbone=Swin-B, Params=94M2025.03 | 0.915 | 0.875 | 0.945 | 0.916 | 0.029 | |
| DiffDISBackbone=SD-Turbo, Params=865M+2025.03 | 0.908 | 0.888 | 0.948 | 0.904 | 0.029 | |
| MVANetBackbone=Swin-B, Params=93M2025.03 | 0.904 | 0.856 | 0.938 | 0.905 | 0.036 | |
| MVANet*Backbone=Swin-B, Params=93M, Input=RGB-depth concatenation2025.03 | 0.9 | 0.856 | 0.931 | 0.906 | 0.033 | |
| BiRefNetBackbone=Swin-L, Params=215M2025.03 | 0.897 | 0.854 | 0.931 | 0.898 | 0.038 | |
| CPNetBackbone=Swin-B & Swin-B, Params=216M2025.03 | 0.892 | 0.855 | 0.933 | 0.9 | 0.034 | |
| InSPyReNetBackbone=Swin-B, Params=88M2025.03 | 0.889 | 0.834 | 0.914 | 0.9 | 0.042 | |
| DACODBackbone=ResNet-50 & Swin-B, Params=189M2025.03 | 0.881 | 0.831 | 0.925 | 0.887 | 0.041 | |
| GenPerceptBackbone=SD U-Net, Params=865M+2025.03 | 0.877 | 0.859 | 0.941 | 0.887 | 0.035 | |
| MAGNetBackbone=SMT-T & MbNet-V2, Params=16M2025.03 | 0.867 | 0.82 | 0.917 | 0.879 | 0.045 | |
| RISNetBackbone=PVT-V2-B2, Params=25M2025.03 | 0.853 | 0.81 | 0.913 | 0.869 | 0.046 | |
| FP-DIS2025.03 | 0.823 | 0.763 | 0.891 | 0.843 | 0.062 | |
| UDUNBackbone=ResNet-50, Params=25M2025.03 | 0.823 | 0.763 | 0.891 | 0.843 | 0.062 | |
| IS-NetBackbone=U2-Net, Params=44M2025.03 | 0.791 | 0.717 | 0.856 | 0.813 | 0.074 |