Boundary Detection on NYUD v2
80.31ODS F-measureTIGER-L
Evaluation Results
| Method | Links | |
|---|---|---|
| TIGER-LBackbone=ViT-L2026.06 | 80.31 | |
| TIFBackbone=Swin-L, Params(M)=32.912026.04 | 79.52 | |
| SAKCategory=Conventional Multi-task Methods2026.06 | 79.43 | |
| MTMamba++Backbone=Swin-Large, Decoder Pattern=Mamba-based decoder2026.02 | 79.4 | |
| TIGER-BBackbone=ViT-B2026.06 | 79 | |
| MTMambaBackbone=Swin-Large, Decoder Pattern=Mamba-based decoder2026.02 | 78.7 | |
| MTMambaCategory=Conventional Multi-task Methods2026.06 | 78.7 | |
| UV-M3TLBackbone=ViT-large2026.02 | 78.68 | |
| TaskDiffusionBackbone=ViT-large, Decoder Pattern=Diffusion-based decoder2026.02 | 78.64 | |
| MTLSI-NetBackbone=Swin-L, Params(M)=38.272026.04 | 78.6 | |
| MLoREBackbone=ViT-large, Decoder Pattern=Transformer-based decoder2026.02 | 78.43 | |
| MLoRECategory=Conventional Multi-task Methods2026.06 | 78.43 | |
| TaskExpertBackbone=ViT-large, Decoder Pattern=Transformer-based decoder2026.02 | 78.4 | |
| TaskExpertBackbone=ViT-L2026.04 | 78.4 | |
| TaskExpertCategory=Conventional Multi-task Methods2026.06 | 78.4 | |
| SEMCategory=Conventional Multi-task Methods2026.06 | 78.4 | |
| TaskPrompterCategory=Conventional Multi-task Methods2026.06 | 78.3 | |
| TaskPrompterBackbone=ViT-large, Decoder Pattern=Transformer-based decoder2026.02 | 78.2 | |
| MQTransformerBackbone=ViT-large, Decoder Pattern=Transformer-based decoder2026.02 | 78.2 | |
| TaskPrompterBackbone=ViT-L, Params(M)=88.002026.04 | 78.2 | |
| MQTransformerCategory=Conventional Multi-task Methods2026.06 | 78.2 | |
| InvPTCategory=Conventional Multi-task Methods2026.06 | 78.2 | |
| InvPTBackbone=ViT-large, Decoder Pattern=Transformer-based decoder2026.02 | 78.1 | |
| InvPT++Backbone=ViT-large, Decoder Pattern=Transformer-based decoder2026.02 | 78.1 | |
| InvPTBackbone=ViT-L, Params(M)=97.962026.04 | 78.1 | |
| RADIOCategory=Conventional Multi-task Methods2026.06 | 77.97 | |
| ATRCBackbone=HRNet48, Decoder Pattern=CNN-based decoder2026.02 | 77.94 | |
| ATRCCategory=Conventional Multi-task Methods2026.06 | 77.94 | |
| MTI-NetBackbone=HRNet48, Decoder Pattern=CNN-based decoder2026.02 | 77.86 | |
| MTI-NetCategory=Conventional Multi-task Methods2026.06 | 77.86 | |
| TSP-TransformerBackbone=ViT-large, Decoder Pattern=Transformer-based decoder2026.02 | 77.5 | |
| DeMTBackbone=Swin-T, Params(M)=32.072026.04 | 76.9 | |
| MTLSI-NetBackbone=Swin-T, Params(M)=17.452026.04 | 76.6 | |
| PAD-NetBackbone=HRNet-18, Params(M)=5.022026.04 | 76.5 | |
| PAPBackbone=ResNet, Decoder Pattern=CNN-based decoder2026.02 | 76.42 | |
| PSDBackbone=ResNet, Decoder Pattern=CNN-based decoder2026.02 | 76.42 | |
| PSDBackbone=HRNet-18, Params(M)=4.712026.04 | 76.42 | |
| MTLSI-NetBackbone=HRNet-18, Params(M)=13.942026.04 | 76.4 | |
| Cross-StitchDecoder Pattern=CNN-based decoder2026.02 | 76.38 | |
| PAD-NetBackbone=HRNet18, Decoder Pattern=CNN-based decoder2026.02 | 76.38 | |
| PAD-NetCategory=Conventional Multi-task Methods2026.06 | 76.38 | |
| ATRCBackbone=HRNet-18, Params(M)=5.062026.04 | 76.34 | |
| MQTransformerBackbone=Swin-T, Params(M)=32.912026.04 | 76.2 | |
| InvPT++Backbone=Swin-T2026.04 | 76.2 | |
| DINOv2-ViT-LBackbone=ViT-L2026.06 | 75.94 | |
| SAM-ViT-BBackbone=ViT-B2026.06 | 75.92 | |
| OWLv2-ViT-LBackbone=ViT-L2026.06 | 73.45 | |
| CLIP-ViT-LBackbone=ViT-L2026.06 | 68.85 |