Unsupervised Object Retrieval on PASCAL VOC 2012 (val)
58mIoU (7cls)FOUND
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FOUNDsaliency_mode=Multiple, backbone=ViT-S/82022.12 | 58 | 42.7 | — | — | |
| FOUNDsaliency_mode=Single, backbone=ViT-S/8, bilateral_solver=true2022.12 | 57.2 | 42.2 | — | — | |
| SelfMasksaliency_mode=Single, bilateral_solver=false2022.12 | 56.6 | 40.7 | — | — | |
| SelfMasksaliency_mode=Multiple2022.12 | 56.2 | 40.8 | — | — | |
| FOUNDsaliency_mode=Single, backbone=ViT-S/8, bilateral_solver=false2022.12 | 56.1 | 42.9 | — | — | |
| SelfMasksaliency_mode=Single, bilateral_solver=true2022.12 | 55.4 | 40.9 | — | — | |
| MaskContrastsaliency_mode=unsupervised saliency, configuration=Representation learning2022.12 | 53.4 | 43.3 | — | — | |
| TokenCutsaliency_mode=Single, backbone=ViT-S/16, bilateral_solver=true2022.12 | 50.2 | 39.8 | — | — | |
| TokenCutsaliency_mode=Single, backbone=ViT-S/16, bilateral_solver=false2022.12 | 49.7 | 39.9 | — | — | |
| TokenCutsaliency_mode=Single, backbone=ViT-S/8, bilateral_solver=true2022.12 | 47.2 | 37.2 | — | — | |
| TokenCutsaliency_mode=Single, backbone=ViT-S/8, bilateral_solver=false2022.12 | 46.7 | 37.6 | — | — | |
| FreeSOLOsaliency_mode=Multiple2022.12 | 23.9 | 25.7 | — | — | |
| FreeSOLOsaliency_mode=Single, instance_selection=largest instance, bilateral_solver=false2022.12 | 20.6 | 20.6 | — | — | |
| FreeSOLOsaliency_mode=Single, bilateral_solver=true2022.12 | 20.2 | 17.3 | — | — | |
| FreeSOLOsaliency_mode=Single, bilateral_solver=false2022.12 | 19.7 | 17 | — | — | |
| FOUNDBackbone=ViT-S/8, Hardware=V100 GPU, Software=PyTorch 1.8.12022.12 | — | — | 770 | 80 | |
| FreeSOLOBackbone=ResNet-50, Hardware=V100 GPU2022.12 | — | — | — | 13 | |
| LOSTBackbone=ViT-S/8, Hardware=V100 GPU2022.12 | — | — | — | 64 | |
| SelfMaskBackbone=ViT-S/8, Hardware=V100 GPU2022.12 | — | — | — | 13 | |
| TokenCutBackbone=ViT-S/8, Hardware=V100 GPU2022.12 | — | — | — | 0.4 |