Semantic Segmentation on Pascal VOC 1/16 labeled 2012 (train)
86.3mIoUUniMatch V2
Evaluation Results
| Method | Links | |
|---|---|---|
| UniMatch V2Encoder=DINOv2-B, #Params=97.5M2024.10 | 86.3 | |
| SemiVLVenue=ECCV’24, Encoder=CLIP-B, #Params=88.0M2024.10 | 84 | |
| UniMatch + ECOCSegBackbone=ResNet-101, Training Resolution=5132025.12 | 79.2 | |
| UniMatch V2Encoder=DINOv2-S, #Params=24.8M2024.10 | 79 | |
| RankMatchBackbone=ResNet-101, Training Resolution=5132025.12 | 78.9 | |
| DAWBackbone=ResNet-101, Training Resolution=5132025.12 | 78.5 | |
| UniMatch + ECOCSegBackbone=ResNet-101, Training Resolution=3212025.12 | 78.1 | |
| UniMatchBackbone=ResNet-101, Training Resolution=5132025.12 | 78.1 | |
| UniMatch V1Venue=CVPR’23, Encoder=CLIP-B, #Params=88.0M2024.10 | 77.9 | |
| BeyondPixelsVenue=ECCV’24, Encoder=RN-101, #Params=59.5M2024.10 | 77.3 | |
| ST++ + ECOCSegBackbone=ResNet-101, Training Resolution=3212025.12 | 77.1 | |
| UniMatch + ECOCSegBackbone=ResNet-50, Training Resolution=5132025.12 | 77.1 | |
| Labeled Only (86.5)Encoder=DINOv2-B2024.10 | 76.9 | |
| RankMatchBackbone=ResNet-50, Training Resolution=5132025.12 | 76.6 | |
| UniMatchBackbone=ResNet-101, Training Resolution=3212025.12 | 76.5 | |
| CorrMatchVenue=CVPR’24, Encoder=RN-101, #Params=59.5M2024.10 | 76.4 | |
| UniMatch + ECOCSegBackbone=ResNet-50, Training Resolution=3212025.12 | 76.4 | |
| DAWBackbone=ResNet-50, Training Resolution=5132025.12 | 76.2 | |
| AllSparkVenue=CVPR’24, Encoder=MiT-B5, #Params=89.3M2024.10 | 76.1 | |
| Fixmatch + ECOCSegBackbone=ResNet-101, Training Resolution=5132025.12 | 76 | |
| UniMatchBackbone=ResNet-50, Training Resolution=5132025.12 | 75.8 | |
| Diverse CoTVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.10 | 75.7 | |
| PS-MTBackbone=ResNet-101, Training Resolution=5132025.12 | 75.5 | |
| UniMatch V1Venue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.10 | 75.2 | |
| DDFPVenue=CVPR’24, Encoder=RN-101, #Params=59.5M2024.10 | 75 | |
| DAWVenue=NeurIPS’23, Encoder=RN-101, #Params=59.5M2024.10 | 74.8 | |
| ST++Backbone=ResNet-101, Training Resolution=3212025.12 | 74.5 | |
| UniMatchBackbone=ResNet-50, Training Resolution=3212025.12 | 74.5 | |
| U2PLBackbone=ResNet-101, Training Resolution=5132025.12 | 74.4 | |
| FixmatchBackbone=ResNet-101, Training Resolution=5132025.12 | 74.3 | |
| Fixmatch + ECOCSegBackbone=ResNet-50, Training Resolution=5132025.12 | 74.3 | |
| ST++ + ECOCSegBackbone=ResNet-50, Training Resolution=3212025.12 | 74 | |
| LogicDiagVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.10 | 73.3 | |
| PS-MTBackbone=ResNet-50, Training Resolution=5132025.12 | 72.8 | |
| ST++Backbone=ResNet-50, Training Resolution=3212025.12 | 72.6 | |
| CACBackbone=ResNet-101, Training Resolution=3212025.12 | 72.4 | |
| U2PLBackbone=ResNet-50, Training Resolution=5132025.12 | 72 | |
| AugSegVenue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.10 | 71.1 | |
| ESLVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.10 | 71 | |
| FixmatchBackbone=ResNet-50, Training Resolution=5132025.12 | 70.6 | |
| PCRVenue=NeurIPS’22, Encoder=RN-101, #Params=59.5M2024.10 | 70.1 | |
| CACBackbone=ResNet-50, Training Resolution=3212025.12 | 70.1 | |
| GTA-SegVenue=NeurIPS’22, Encoder=RN-101, #Params=59.5M2024.10 | 70 | |
| iMASVenue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.10 | 68.8 | |
| U2PLVenue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.10 | 68 | |
| Sup-onlyBackbone=ResNet-101, Training Resolution=5132025.12 | 67.5 | |
| Labeled Only (85.0)Encoder=DINOv2-S2024.10 | 67 | |
| PS-MTVenue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.10 | 65.8 | |
| Sup-onlyBackbone=ResNet-101, Training Resolution=3212025.12 | 65.6 | |
| ST++Venue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.10 | 65.2 | |
| Sup-onlyBackbone=ResNet-50, Training Resolution=5132025.12 | 62.4 | |
| Sup-onlyBackbone=ResNet-50, Training Resolution=3212025.12 | 61.2 | |
| Labeled OnlyEncoder=RN-101, #Params=59.5M2024.10 | 45.1 |