Semantic Segmentation on Pascal VOC 1/8 labeled 2012 (train)
87.9mIoUUniMatch V2
Evaluation Results
| Method | Links | |
|---|---|---|
| UniMatch V2Encoder=DINOv2-B, #Params=97.5M2024.10 | 87.9 | |
| SemiVLVenue=ECCV’24, Encoder=CLIP-B, #Params=88.0M2024.10 | 85.6 | |
| UniMatch V2Encoder=DINOv2-S, #Params=24.8M2024.10 | 85.5 | |
| Labeled Only (86.5)Encoder=DINOv2-B2024.10 | 82.1 | |
| UniMatch V1Venue=CVPR’23, Encoder=CLIP-B, #Params=88.0M2024.10 | 80.1 | |
| BeyondPixelsVenue=ECCV’24, Encoder=RN-101, #Params=59.5M2024.10 | 78.6 | |
| CorrMatchVenue=CVPR’24, Encoder=RN-101, #Params=59.5M2024.10 | 78.5 | |
| AllSparkVenue=CVPR’24, Encoder=MiT-B5, #Params=89.3M2024.10 | 78.4 | |
| DDFPVenue=CVPR’24, Encoder=RN-101, #Params=59.5M2024.10 | 78 | |
| Diverse CoTVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.10 | 77.7 | |
| DAWVenue=NeurIPS’23, Encoder=RN-101, #Params=59.5M2024.10 | 77.4 | |
| UniMatch V1Venue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.10 | 77.2 | |
| LogicDiagVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.10 | 76.7 | |
| Labeled Only (85.0)Encoder=DINOv2-S2024.10 | 75.6 | |
| AugSegVenue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.10 | 75.5 | |
| PCRVenue=NeurIPS’22, Encoder=RN-101, #Params=59.5M2024.10 | 74.7 | |
| iMASVenue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.10 | 74.4 | |
| ESLVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.10 | 74 | |
| GTA-SegVenue=NeurIPS’22, Encoder=RN-101, #Params=59.5M2024.10 | 73.2 | |
| ST++Venue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.10 | 71 | |
| PS-MTVenue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.10 | 69.6 | |
| U2PLVenue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.10 | 69.2 | |
| Labeled OnlyEncoder=RN-101, #Params=59.5M2024.10 | 55.3 |