Semantic Segmentation on PASCAL VOC 2012 (train)
100mIoUFull supervision
Evaluation Results
| Method | Links | |
|---|---|---|
| Full supervisionAnnotations=Pixel-wise2026.05 | 100 | |
| Logic-Guided SAMAnnotations=Boxes, Scribbles2026.05 | 94.5 | |
| Logic-Guided SAMAnnotations=Scribbles2026.05 | 93.8 | |
| Logic-Guided SAMAnnotations=Boxes2026.05 | 91.7 | |
| Jiang et al.Annotations=Boxes2026.05 | 91.5 | |
| Box2TagBackAnnotations=Boxes2026.05 | 90.2 | |
| Jiang et al.Annotations=Scribbles2026.05 | 89.7 | |
| Sun et al.Annotations=ILT2026.05 | 88.3 | |
| DHRAnnotations=ILT2026.05 | 83.9 | |
| FMA-WSSSAnnotations=ILT2026.05 | 80.4 | |
| VPLAnnotations=ILT, Language2026.05 | 80.1 | |
| SemPLeSAnnotations=ILT2026.05 | 78.4 | |
| WeCLIPSup.=I+L2024.06 | 78.2 | |
| Text2MaskPost-processing=dCRF, Inference iterations=10 times2023.09 | 76.1 | |
| CLIP-ESPub.=CVPR'23, Sup.=I+L2024.06 | 75 | |
| CLIP-ESPost-processing=dCRF2023.09 | 75 | |
| CLIP-ESAnnotations=ILT, Language2026.05 | 75 | |
| Text2MaskPost-processing=dCRF, Inference iterations=1 time2023.09 | 74.4 | |
| Text2MaskPost-processing=Initial, Inference iterations=10 times2023.09 | 74.2 | |
| Text2MaskPost-processing=Initial, Inference iterations=1 time2023.09 | 72.7 | |
| ACRPub.=CVPR'23, Sup.=I2024.06 | 72.3 | |
| OODPost-processing=RW2023.09 | 72.1 | |
| Jiang et al.Annotations=Points2026.05 | 71.7 | |
| EPSRefinement strategy=AffinityNet [2], Pixel selection strategy=Use all pixels2021.05 | 71.6 | |
| EPSRefinement strategy=CRF [26], Pixel selection strategy=Use all pixels2021.05 | 71.4 | |
| CLIP-ESPost-processing=Initial2023.09 | 70.8 | |
| RIBPub.=NeurIPS'21, Sup.=I2024.06 | 70.6 | |
| RIBPost-processing=RW2023.09 | 70.6 | |
| CLIMSPub.=CVPR'22, Sup.=I+L2024.06 | 70.5 | |
| CLIMSPost-processing=RW2023.09 | 70.5 | |
| SLRNetCRF=true2022.03 | 70.3 | |
| EPSRefinement strategy=None, Pixel selection strategy=Use all pixels2021.05 | 69.4 | |
| MCTformerPub.=CVPR'22, Sup.=I2024.06 | 69.1 | |
| MCTPost-processing=RW2023.09 | 69.1 | |
| WSGCN-IAffinity Source=IRNet2021.03 | 68 | |
| AdvCAMPost-processing=RW2023.09 | 68 | |
| SLRNetCRF=false2022.03 | 67.1 | |
| M&LPost-processing=RW2023.09 | 67 | |
| SingleStage2021.03 | 66.9 | |
| 1-StageCRF=true2022.03 | 66.9 | |
| IRNet2021.03 | 66.5 | |
| IRNPost-processing=RW2023.09 | 66.3 | |
| OODPost-processing=dCRF2023.09 | 65.5 | |
| MCTPost-processing=dCRF2023.09 | 64.5 | |
| InferCamRefinement Strategy=CAM + RW2021.10 | 64.2 | |
| WSGCN-PAffinity Source=PSA2021.03 | 64 | |
| SEAM2021.03 | 63.6 | |
| SEAMRefinement strategy=AffinityNet [2], Pixel selection strategy=Use all pixels2021.05 | 63.6 | |
| SEAMPost-processing=RW2023.09 | 63.6 | |
| SC-CAM2021.03 | 63.4 | |
| SC-CAMRefinement Strategy=CAM + RW2021.10 | 63.4 | |
| SCE+RWCRF=false2022.03 | 63.4 | |
| SC-CAMPost-processing=RW2023.09 | 63.4 | |
| RIBPost-processing=dCRF2023.09 | 62.9 | |
| SGANRefinement strategy=None, Pixel selection strategy=Low-confident pixels ignored2021.05 | 62.8 | |
| CLIMSPost-processing=dCRF2023.09 | 62.4 | |
| ICDRefinement strategy=CRF [26], Pixel selection strategy=Low-confident pixels ignored2021.05 | 62.2 | |
| AdvCAMPost-processing=dCRF2023.09 | 62.1 | |
| Mixup-CAMRefinement Strategy=CAM + RW2021.10 | 61.9 | |
| Jiang et al.Annotations=ILT2026.05 | 61.9 | |
| 1-StageCRF=false2022.03 | 61.7 | |
| MCTPost-processing=Initial2023.09 | 61.7 | |
| ICDRefinement strategy=None, Pixel selection strategy=Low-confident pixels ignored2021.05 | 59.9 | |
| PSA2021.03 | 59.7 | |
| CAM+RWCRF=false2022.03 | 59.7 | |
| OODPost-processing=Initial2023.09 | 59.1 | |
| CAMRefinement strategy=AffinityNet [2], Pixel selection strategy=Use all pixels2021.05 | 58.1 | |
| BaselineRefinement Strategy=CAM + RW2021.10 | 58.1 | |
| SEAMRefinement strategy=CRF [26], Pixel selection strategy=Use all pixels2021.05 | 56.8 | |
| SEAMCRF=false2022.03 | 56.8 | |
| SEAMPost-processing=dCRF2023.09 | 56.8 | |
| CLIMSPost-processing=Initial2023.09 | 56.6 | |
| RIBPost-processing=Initial2023.09 | 56.5 | |
| AdvCAMPost-processing=Initial2023.09 | 55.6 | |
| SEAMRefinement strategy=None, Pixel selection strategy=Use all pixels2021.05 | 55.4 | |
| SEAMPost-processing=Initial2023.09 | 55.4 | |
| SC-CAMPost-processing=dCRF2023.09 | 55.3 | |
| IRNPost-processing=dCRF2023.09 | 54.3 | |
| InferCamRefinement Strategy=CAM2021.10 | 52.2 | |
| SC-CAMRefinement Strategy=CAM2021.10 | 50.9 | |
| SCECRF=false2022.03 | 50.9 | |
| SC-CAMPost-processing=Initial2023.09 | 50.9 | |
| Mixup-CAMRefinement Strategy=CAM2021.10 | 50.1 | |
| M&LPost-processing=Initial2023.09 | 49.6 | |
| IRNPost-processing=Initial2023.09 | 48.8 | |
| CAMRefinement strategy=None, Pixel selection strategy=Use all pixels2021.05 | 48 | |
| BaselineRefinement Strategy=CAM2021.10 | 48 | |
| CAMCRF=false2022.03 | 48 |