Semantic Segmentation on ADE20K 1/16 labeled images (val)
46.7mIoUUniMatch V2
Evaluation Results
| Method | Links | |
|---|---|---|
| UniMatch V2Venue=Ours, Encoder=DINOv2-B, #Params=97.5M2024.10 | 46.7 | |
| Labeled OnlyEncoder=DINOv2-B, Fully-Supervised Result=54.12024.10 | 42.8 | |
| UniMatch V2Venue=Ours, Encoder=DINOv2-S, #Params=24.8M2024.10 | 40.7 | |
| SemiVLVenue=ECCV'24, Encoder=CLIP-B, #Params=88.0M2024.10 | 37.2 | |
| Labeled OnlyEncoder=DINOv2-S, Fully-Supervised Result=49.02024.10 | 37.1 | |
| UniMatch V1Venue=CVPR'23, Encoder=CLIP-B, #Params=88.0M2024.10 | 34.4 | |
| AELVenue=NeurIPS'21, Encoder=RN-101, #Params=59.5M2024.10 | 33.2 | |
| UniMatch V1Venue=CVPR'23, Encoder=RN-101, #Params=59.5M2024.10 | 31.5 | |
| CutMixVenue=BMVC'20, Encoder=RN-101, #Params=59.5M2024.10 | 29.8 |