Semantic Segmentation on Pascal VOC 2012 (val) (Resolution-Dependent mIoU)
88.6mIoULogic-Guided-Segmentation
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Logic-Guided-SegmentationAnnotations=Boxes, Scribbles, Network=Mask2Former, CRF=false2026.05 | 88.6 | — | — | — | — | — | |
| Full supervisionAnnotations=Pixel-wise, Network=Mask2Former, CRF=false2026.05 | 86 | — | — | — | — | — | |
| SemPLeSAnnotations=ILT, Network=Mask2Former, CRF=false2026.05 | 83.4 | — | — | — | — | — | |
| FMA-WSSSAnnotations=ILT, Network=Mask2Former, CRF=false2026.05 | 82.6 | — | — | — | — | — | |
| DHRAnnotations=ILT, Network=Mask2Former, CRF=false2026.05 | 82.3 | — | — | — | — | — | |
| CorrMatchTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=U2PL2023.06 | 81.9 | — | — | — | — | — | |
| AugSegTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=U2PL2023.06 | 81.5 | — | — | — | — | — | |
| CoSA-MSAnnotations=ILT, Network=UperNet-Swin, CRF=false2026.05 | 81.4 | — | — | — | — | — | |
| CorrMatchTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=U2PL2023.06 | 81.3 | — | — | — | — | — | |
| CorrMatchTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=U2PL2023.06 | 80.9 | — | — | — | — | — | |
| PCRTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=U2PL2023.06 | 80.7 | — | — | — | — | — | |
| PCRTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=U2PL2023.06 | 80.7 | — | — | — | — | — | |
| GTATrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=U2PL2023.06 | 80.5 | — | — | — | — | — | |
| AugSegTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=U2PL2023.06 | 80.5 | — | — | — | — | — | |
| GTATrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=U2PL2023.06 | 80.4 | — | — | — | — | — | |
| Logic-Guided-SegmentationAnnotations=Boxes, Scribbles, Network=DeepLabV2, CRF=true2026.05 | 79.7 | — | — | — | — | — | |
| CCVCTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=U2PL2023.06 | 79.6 | — | — | — | — | — | |
| CorrMatchTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 79.6 | — | — | — | — | — | |
| CCVCTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=U2PL2023.06 | 79.4 | — | — | — | — | — | |
| U2PLTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=U2PL2023.06 | 79.3 | — | — | — | — | — | |
| AugSegTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=U2PL2023.06 | 79.3 | — | — | — | — | — | |
| CorrMatchTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 79.3 | — | — | — | — | — | |
| VPLAnnotations=ILT, Language, Network=CLIP, CRF=true2026.05 | 79.3 | — | — | — | — | — | |
| U2PLTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=U2PL2023.06 | 79 | — | — | — | — | — | |
| AugSegTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 78.8 | — | — | — | — | — | |
| U2PLTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 78.7 | — | — | — | — | — | |
| PS-MTTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 78.7 | — | — | — | — | — | |
| PCRTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=U2PL2023.06 | 78.6 | — | — | — | — | — | |
| CorrMatchTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 78.4 | — | — | — | — | — | |
| WeakTrAnnotations=ILT, Network=ViT-S, CRF=false2026.05 | 78.4 | — | — | — | — | — | |
| DINO-BEncoder=DINO-B, Repr.=teacher, Evaluation Protocol=Linear-probe2026.05 | 78.4 | — | — | — | — | — | |
| CorrMatchTrain size=321 x 321, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 78.3 | — | — | — | — | — | |
| PS-MTTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 78.2 | — | — | — | — | — | |
| Logic-Guided-SegmentationAnnotations=Boxes, Scribbles, Network=DeepLabV2, CRF=false2026.05 | 78.2 | — | — | — | — | — | |
| AELTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 78.1 | — | — | — | — | — | |
| FSTTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 78.1 | — | — | — | — | — | |
| CorrMatchTrain size=321 x 321, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 77.8 | — | — | — | — | — | |
| GTATrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=U2PL2023.06 | 77.8 | — | — | — | — | — | |
| CPSTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 77.7 | — | — | — | — | — | |
| Full supervisionAnnotations=Pixel-wise, Network=DeepLabV2, CRF=true2026.05 | 77.7 | — | — | — | — | — | |
| CorrMatchTrain size=321 x 321, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 77.6 | — | — | — | — | — | |
| AELTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 77.6 | — | — | — | — | — | |
| U2PLTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 77.6 | — | — | — | — | — | |
| UniMatchVenue=CVPR '23, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/2 (732)2025.02 | 77.4 | — | — | — | — | — | |
| CPSRVenue=CVIU'24, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/2 (732)2025.02 | 77.31 | — | — | — | — | — | |
| CutMix-SegTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 77.3 | — | — | — | — | — | |
| AugSegTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 77.3 | — | — | — | — | — | |
| UniMatchTrain size=321 x 321, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 77.2 | — | — | — | — | — | |
| U2PLTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=U2PL2023.06 | 77.2 | — | — | — | — | — | |
| AELTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 77.2 | — | — | — | — | — | |
| Sun et al.Annotations=ILT, Network=DeepLabV2, CRF=true2026.05 | 77.2 | — | — | — | — | — | |
| CW-BASSVenue=IJCNN'25, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/2 (732)2025.02 | 77.15 | — | — | — | — | — | |
| TELAnnotations=Scribbles, Network=DeepLabV2†, CRF=false2026.05 | 77.1 | — | — | — | — | — | |
| UniMatchTrain size=321 x 321, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 77 | — | — | — | — | — | |
| AugSegTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 77 | — | — | — | — | — | |
| CCVCTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=U2PL2023.06 | 76.8 | — | — | — | — | — | |
| GCTTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 76.7 | — | — | — | — | — | |
| PS-MTVenue=CVPR '22, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/2 (732)2025.02 | 76.64 | — | — | — | — | — | |
| ST++Train size=321 x 321, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 76.6 | — | — | — | — | — | |
| ELNTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 76.6 | — | — | — | — | — | |
| UniMatchTrain size=321 x 321, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 76.5 | — | — | — | — | — | |
| CCTTrain size=513 x 513, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 76.5 | — | — | — | — | — | |
| CPSTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 76.4 | — | — | — | — | — | |
| AGMMAnnotations=Scribbles, Network=DeepLabV3+, CRF=false2026.05 | 76.4 | — | — | — | — | — | |
| Full supervisionAnnotations=Pixel-wise, Network=DeepLabV2, CRF=false2026.05 | 76.4 | — | — | — | — | — | |
| ST++Train size=321 x 321, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 76.3 | — | — | — | — | — | |
| CACTrain size=321 x 321, Label Ratio=1/4 (2646), Split Protocol=Standard2023.06 | 76.3 | — | — | — | — | — | |
| Jiang et al.Annotations=Boxes, Network=DeepLabV2, CRF=false2026.05 | 76.3 | — | — | — | — | — | |
| CW-BASSVenue=IJCNN'25, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/4 (366)2025.02 | 76.2 | — | — | — | — | — | |
| DINO-LEncoder=DINO-L, Repr.=teacher, Evaluation Protocol=Linear-probe2026.05 | 76.2 | — | — | — | — | — | |
| CPSVenue=CVPR'21, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/2 (732)2025.02 | 76.15 | — | — | — | — | — | |
| FSTTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 76.1 | — | — | — | — | — | |
| PS-MTVenue=CVPR '22, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/4 (366)2025.02 | 76.02 | — | — | — | — | — | |
| CPSRVenue=CVIU'24, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/4 (366)2025.02 | 76 | — | — | — | — | — | |
| UniMatchVenue=CVPR '23, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/4 (366)2025.02 | 75.96 | — | — | — | — | — | |
| DUEBVenue=WACV'25, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/2 (732)2025.02 | 75.94 | — | — | — | — | — | |
| Jiang et al.Annotations=Scribbles, Network=DeepLabV2, CRF=false2026.05 | 75.9 | — | — | — | — | — | |
| DUEBVenue=WACV'25, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/4 (366)2025.02 | 75.85 | — | — | — | — | — | |
| CW-BASSVenue=IJCNN'25, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/8 (183)2025.02 | 75.81 | — | — | — | — | — | |
| PS-MTVenue=CVPR '22, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/8 (183)2025.02 | 75.7 | — | — | — | — | — | |
| Box2TagBackAnnotations=Boxes, Network=DeepLabV2, CRF=false2026.05 | 75.7 | — | — | — | — | — | |
| CutMix-SegTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 75.5 | — | — | — | — | — | |
| PS-MTTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 75.5 | — | — | — | — | — | |
| ST++Venue=CVPR '22, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/4 (366)2025.02 | 75.4 | — | — | — | — | — | |
| GCTVenue=ECCV'20, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/2 (732)2025.02 | 75.2 | — | — | — | — | — | |
| ELNTrain size=513 x 513, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 75.1 | — | — | — | — | — | |
| STVenue=CVPR '22, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/4 (366)2025.02 | 75 | — | — | — | — | — | |
| CPSVenue=CVPR'21, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/4 (366)2025.02 | 74.9 | — | — | — | — | — | |
| DUEBVenue=WACV'25, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/8 (183)2025.02 | 74.89 | — | — | — | — | — | |
| MTVenue=NeurIPS'17, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/2 (732)2025.02 | 74.75 | — | — | — | — | — | |
| ESLVenue=ICCV'23, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/2 (732)2025.02 | 74.69 | — | — | — | — | — | |
| ELNVenue=CVPR '22, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/4 (366)2025.02 | 74.63 | — | — | — | — | — | |
| CACTrain size=321 x 321, Label Ratio=1/8 (1323), Split Protocol=Standard2023.06 | 74.6 | — | — | — | — | — | |
| ST++Train size=321 x 321, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 74.5 | — | — | — | — | — | |
| CPSTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 74.5 | — | — | — | — | — | |
| CLIP-CPALAnnotations=ILT, Language, Network=DeepLabV2, CRF=false2026.05 | 74.5 | — | — | — | — | — | |
| U2PLTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 74.4 | — | — | — | — | — | |
| ST++Venue=CVPR '22, Backbone=ResNet-50, Model Architecture=DeepLabv3+, Supervised Partition=1/8 (183)2025.02 | 74.4 | — | — | — | — | — | |
| FSTTrain size=513 x 513, Label Ratio=1/16 (662), Split Protocol=Standard2023.06 | 73.9 | — | — | — | — | — | |
| SemPLeSAnnotations=ILT, Network=DeepLabV2, CRF=false2026.05 | 73.9 | — | — | — | — | — |