Semantic Segmentation on COCO 3697 labels (1/32)
63.3mIoUUniMatch V2
Evaluation results
| Method | Links | |
|---|---|---|
| UniMatch V2Encoder=DINOV2-B, #Params=97.5M2024.10 | 63.3 | |
| Labeled OnlyEncoder=DINOV2-B, #Params=97.5M2024.10 | 59.5 | |
| UniMatch V2Encoder=DINOV2-S, #Params=24.8M2024.10 | 57 | |
| SemiVLBackbone=ViT-B/162023.11 | 56.5 | |
| SemiVLEncoder=CLIP-B, #Params=88.0M2024.10 | 56.5 | |
| UniMatchBackbone=ViT-B/16, Note=reproduced2023.11 | 55 | |
| UniMatch V1Encoder=CLIP-B, #Params=88.0M2024.10 | 55 | |
| Labeled OnlyEncoder=DINOV2-S, #Params=24.8M2024.10 | 52 | |
| LogicDiagBackbone=XC652023.11 | 50.5 | |
| LogicDiagEncoder=XC-65, #Params=54.7M2024.10 | 50.5 | |
| UniMatchBackbone=XC652023.11 | 49.8 | |
| UniMatch V1Encoder=XC-65, #Params=54.7M2024.10 | 49.8 | |
| PC2SegBackbone=XC652023.11 | 46.1 | |
| PC2SegEncoder=XC-65, #Params=54.7M2024.10 | 46.1 | |
| PC2SegNetwork=Xception-652021.08 | 46.05 | |
| PseudoSegNetwork=Xception-652021.08 | 43.64 | |
| PseudoSegBackbone=XC652023.11 | 43.6 | |
| PseudoSegEncoder=XC-65, #Params=54.7M2024.10 | 43.6 | |
| Sup. baselineNetwork=Xception-652021.08 | 42.24 | |
| Labeled OnlyEncoder=XC-65, #Params=54.7M2024.10 | 42.2 |