Semantic Segmentation on Cityscapes 1/2 (1488 labels)
85.1mIoUUniMatch V2
Evaluation results
| Method | Links | |
|---|---|---|
| UniMatch V2Venue=Ours, Encoder=DINOV2-B, #Params=97.5M2024.10 | 85.1 | |
| Labeled OnlyEncoder=DINOV2-B, #Params=97.5M2024.10 | 84.4 | |
| UniMatch V2Venue=Ours, Encoder=DINOV2-S, #Params=24.8M2024.10 | 82.6 | |
| Labeled OnlyEncoder=DINOV2-S, #Params=24.8M2024.10 | 82.4 | |
| AllSparkVenue=CVPR'24, Encoder=MiT-B5, #Params=89.3M2024.10 | 81.4 | |
| BeyondPixelsVenue=ECCV'24, Encoder=RN-101, #Params=59.5M2024.10 | 81.3 | |
| LogicDiagVenue=ICCV'23, Encoder=RN-101, #Params=59.5M2024.10 | 81 | |
| DDFPVenue=CVPR'24, Encoder=RN-101, #Params=59.5M2024.10 | 80.8 | |
| DAWVenue=NeurIPS'23, Encoder=RN-101, #Params=59.5M2024.10 | 80.6 | |
| SemiVLVenue=ECCV'24, Encoder=CLIP-B, #Params=88.0M2024.10 | 80.6 | |
| ESLVenue=ICCV'23, Encoder=RN-101, #Params=59.5M2024.10 | 80.5 | |
| AugSegVenue=CVPR'23, Encoder=RN-101, #Params=59.5M2024.10 | 80.4 | |
| CorrMatchVenue=CVPR'24, Encoder=RN-101, #Params=59.5M2024.10 | 80.4 | |
| UniMatch V1Venue=CVPR'23, Encoder=CLIP-B, #Params=88.0M2024.10 | 79.6 | |
| UniMatch V1Venue=CVPR'23, Encoder=RN-101, #Params=59.5M2024.10 | 79.5 | |
| iMASVenue=CVPR'23, Encoder=RN-101, #Params=59.5M2024.10 | 79.3 | |
| U2PLVenue=CVPR'22, Encoder=RN-101, #Params=59.5M2024.10 | 79.1 | |
| PS-MTVenue=CVPR'22, Encoder=RN-101, #Params=59.5M2024.10 | 79.1 | |
| PCRVenue=NeurIPS'22, Encoder=RN-101, #Params=59.5M2024.10 | 79.1 | |
| Labeled OnlyEncoder=RN-101, #Params=59.5M2024.10 | 78 |