Boundary Detection on PASCAL-Context (test)
78.8ODSFMTMamba
Evaluation results
| Method | Links | |
|---|---|---|
| MTMambaBackbone=Swin-Large2026.02 | 78.8 | |
| MTMamba++Backbone=Swin-Large2026.02 | 78.6 | |
| UV-M3TLBackbone=ViT-large2026.02 | 77.06 | |
| MLOREBackbone=ViT-large2024.03 | 75.42 | |
| MLoREBackbone=ViT-large2026.02 | 75.42 | |
| TaskDiffusionBackbone=ViT-large2026.02 | 74.89 | |
| TSP-TransformerBackbone=ViT-large2026.02 | 74.8 | |
| InvPT++Backbone=ViT-large2026.02 | 74.2 | |
| MQTransformerBackbone=not specified2026.02 | 73.9 | |
| TaskPrompterBackbone=ViT-large2024.03 | 73.5 | |
| TaskPrompterBackbone=ViT-large2026.02 | 73.5 | |
| TaskExpertBackbone=ViT-large2024.03 | 73.3 | |
| TaskExpertBackbone=ViT-large2026.02 | 73.3 | |
| MTI-NetBackbone=ViT-large, reproduced=true2024.03 | 73 | |
| InvPTBackbone=ViT-large2024.03 | 73 | |
| MTI-Net (Reproduced)Backbone=ViT-large2026.02 | 73 | |
| InvPTBackbone=ViT-large2026.02 | 73 | |
| PAD-NetBackbone=ViT-large, reproduced=true2024.03 | 72.6 | |
| PAD-Net (Reproduced)Backbone=ViT-large2026.02 | 72.6 | |
| PAD-NetBackbone=HRNet182024.03 | 72.5 | |
| PAD-NetBackbone=HRNet182026.02 | 72.5 | |
| ATRCBackbone=HRNet182024.03 | 72.42 | |
| ATRC-BMTASBackbone=HRNet182026.02 | 72.42 | |
| ASTMTBackbone=not specified2026.02 | 72.4 | |
| ATRCBackbone=ViT-large, reproduced=true2024.03 | 72.1 | |
| ATRC (Reproduced)Backbone=ViT-large2026.02 | 72.1 | |
| Mod-SquadFLOPs (G)=420, #Param (M)=522024.03 | 72 | |
| M³ViTFLOPs (G)=420, #Param (M)=422024.03 | 71.7 | |
| ATRCBackbone=HRNet182026.02 | 70.96 | |
| ATRC-ASPPBackbone=HRNet182026.02 | 70.86 | |
| MTI-NetBackbone=HRNet182024.03 | 70.8 | |
| MTI-NetBackbone=HRNet182026.02 | 70.8 | |
| MLOREFLOPs (G)=72, #Param (M)=442024.03 | 69.81 | |
| TaskExpertFLOPs (G)=204, #Param (M)=552024.03 | 68.8 |