Semantic Segmentation on ADE20K 1/8 labeled images (val)
49.8mIoUUniMatch V2
Evaluation results
| Method | Links | |
|---|---|---|
| UniMatch V2Venue=Ours, Encoder=DINOv2-B, #Params=97.5M2024.10 | 49.8 | |
| Labeled OnlyEncoder=DINOv2-B, Fully-Supervised Result=54.12024.10 | 46.4 | |
| UniMatch V2Venue=Ours, Encoder=DINOv2-S, #Params=24.8M2024.10 | 44.4 | |
| Labeled OnlyEncoder=DINOv2-S, Fully-Supervised Result=49.02024.10 | 39.8 | |
| SemiVLVenue=ECCV'24, Encoder=CLIP-B, #Params=88.0M2024.10 | 39.4 | |
| AELVenue=NeurIPS'21, Encoder=RN-101, #Params=59.5M2024.10 | 38 | |
| UniMatch V1Venue=CVPR'23, Encoder=CLIP-B, #Params=88.0M2024.10 | 38 | |
| CutMixVenue=BMVC'20, Encoder=RN-101, #Params=59.5M2024.10 | 35.6 | |
| UniMatch V1Venue=CVPR'23, Encoder=RN-101, #Params=59.5M2024.10 | 34.6 |