Surface Normal Estimation on PASCAL-Context (test)
13.44mErrUV-M3TL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UV-M3TLBackbone=ViT-large2026.02 | 13.44 | — | — | |
| MLOREBackbone=ViT-large2024.03 | 13.51 | — | — | |
| MLoREBackbone=ViT-large2026.02 | 13.51 | — | — | |
| TaskDiffusionBackbone=ViT-large2026.02 | 13.55 | — | — | |
| TaskExpertBackbone=ViT-large2024.03 | 13.56 | — | — | |
| TaskExpertBackbone=ViT-large2026.02 | 13.56 | — | — | |
| TSP-TransformerBackbone=ViT-large2026.02 | 13.69 | — | — | |
| Mod-SquadFLOPs (G)=420, #Param (M)=522024.03 | 13.7 | — | — | |
| TaskPrompterBackbone=ViT-large2024.03 | 13.72 | — | — | |
| TaskPrompterBackbone=ViT-large2026.02 | 13.72 | — | — | |
| InvPT++Backbone=ViT-large2026.02 | 13.73 | — | — | |
| FEDHCA2Client Setup=Multi-Task2023.11 | 14.08 | 0.75 | — | |
| MTMambaBackbone=Swin-Large2026.02 | 14.14 | — | — | |
| InvPTBackbone=ViT-large2024.03 | 14.15 | — | — | |
| InvPTBackbone=ViT-large2026.02 | 14.15 | — | — | |
| FedAMPClient Setup=Multi-Task2023.11 | 14.2 | 0.27 | — | |
| ATRCBackbone=HRNet182026.02 | 14.2 | — | — | |
| LocalClient Setup=Multi-Task2023.11 | 14.21 | 0 | — | |
| MQTransformerBackbone=not specified2026.02 | 14.21 | — | — | |
| TaskExpertFLOPs (G)=204, #Param (M)=552024.03 | 14.22 | — | — | |
| MTI-NetBackbone=HRNet182024.03 | 14.23 | — | — | |
| ATRCBackbone=ViT-large, reproduced=true2024.03 | 14.23 | — | — | |
| MTI-NetBackbone=HRNet182026.02 | 14.23 | — | — | |
| ATRC (Reproduced)Backbone=ViT-large2026.02 | 14.23 | — | — | |
| ATRCBackbone=HRNet182024.03 | 14.24 | — | — | |
| ATRC-BMTASBackbone=HRNet182026.02 | 14.24 | — | — | |
| MTMamba++Backbone=Swin-Large2026.02 | 14.29 | — | — | |
| ATRC-ASPPBackbone=HRNet182026.02 | 14.3 | — | — | |
| PAD-NetBackbone=ViT-large, reproduced=true2024.03 | 14.37 | — | — | |
| PAD-Net (Reproduced)Backbone=ViT-large2026.02 | 14.37 | — | — | |
| MLOREFLOPs (G)=72, #Param (M)=442024.03 | 14.43 | — | — | |
| M³ViTFLOPs (G)=420, #Param (M)=422024.03 | 14.5 | — | — | |
| MaT-FLClient Setup=Multi-Task2023.11 | 14.58 | -0.16 | — | |
| MTI-NetBackbone=ViT-large, reproduced=true2024.03 | 14.67 | — | — | |
| MTI-Net (Reproduced)Backbone=ViT-large2026.02 | 14.67 | — | — | |
| ASTMTBackbone=not specified2026.02 | 14.7 | — | — | |
| FedPerClient Setup=Multi-Task2023.11 | 14.75 | -0.16 | — | |
| DittoClient Setup=Multi-Task2023.11 | 15.29 | -4.67 | — | |
| PAD-NetBackbone=HRNet182024.03 | 15.3 | — | — | |
| PAD-NetBackbone=HRNet182026.02 | 15.3 | — | — | |
| FedAvgClient Setup=Multi-Task2023.11 | 15.56 | -7.56 | — | |
| FEDHCA^2Backbone=Swin-T, Client Setup=Single-Task2023.11 | 15.6 | — | — | |
| FedAMPBackbone=Swin-T, Client Setup=Single-Task2023.11 | 15.74 | — | — | |
| LocalBackbone=Swin-T, Client Setup=Single-Task2023.11 | 15.76 | — | — | |
| FedProxClient Setup=Multi-Task2023.11 | 15.83 | -8.12 | — | |
| FedPerBackbone=Swin-T, Client Setup=Single-Task2023.11 | 16.95 | — | — | |
| MaT-FLBackbone=Swin-T, Client Setup=Single-Task2023.11 | 17.26 | — | — | |
| DittoBackbone=Swin-T, Client Setup=Single-Task2023.11 | 17.52 | — | — | |
| FedProxBackbone=Swin-T, Client Setup=Single-Task2023.11 | 18.03 | — | — | |
| FedAvgBackbone=Swin-T, Client Setup=Single-Task2023.11 | 18.27 | — | — | |
| AdapterBackbone=Swin-Tiny, Trainable Parameters (M)=11.24, Single Inference For All Tasks=false2024.03 | — | — | 18.83 | |
| BitfitBackbone=Swin-Tiny, Trainable Parameters (M)=2.85, Single Inference For All Tasks=false2024.03 | — | — | 19.42 | |
| CompactorBackbone=Swin-Tiny, Trainable Parameters (M)=2.78, Single Inference For All Tasks=false2024.03 | — | — | 19.22 | |
| Compactor++Backbone=Swin-Tiny, Trainable Parameters (M)=2.66, Single Inference For All Tasks=false2024.03 | — | — | 19.54 | |
| HyperFormerBackbone=Swin-Tiny, Trainable Parameters (M)=72.77, Single Inference For All Tasks=false2024.03 | — | — | 17.77 | |
| LoRABackbone=Swin-Tiny, Trainable Parameters (M)=2.87, Single Inference For All Tasks=false2024.03 | — | — | 18.96 | |
| MTL - Full Fine TuningBackbone=Swin-Tiny, Trainable Parameters (M)=30.06, Single Inference For All Tasks=true2024.03 | — | — | 16.64 | |
| MTL - Tuning Decoders OnlyBackbone=Swin-Tiny, Trainable Parameters (M)=1.94, Single Inference For All Tasks=true2024.03 | — | — | 20.69 | |
| MTLORABackbone=Swin-Tiny, Rank (r)=16, Trainable Parameters (M)=4.95, Single Inference For All Tasks=true2024.03 | — | — | 17.03 | |
| MTLORABackbone=Swin-Tiny, Rank (r)=32, Trainable Parameters (M)=6.08, Single Inference For All Tasks=true2024.03 | — | — | 16.59 | |
| MTLORABackbone=Swin-Tiny, Rank (r)=64, Trainable Parameters (M)=8.34, Single Inference For All Tasks=true2024.03 | — | — | 16.6 | |
| MTLORA+Backbone=Swin-Tiny, Rank (r)=4, Trainable Parameters (M)=2.57, Single Inference For All Tasks=true2024.03 | — | — | 17.6 | |
| MTLORA+Backbone=Swin-Tiny, Rank (r)=8, Trainable Parameters (M)=3.15, Single Inference For All Tasks=true2024.03 | — | — | 17.41 | |
| MTLORA+Backbone=Swin-Tiny, Rank (r)=16, Trainable Parameters (M)=4.29, Single Inference For All Tasks=true2024.03 | — | — | 17.03 | |
| PolyhistorBackbone=Swin-Tiny, Trainable Parameters (M)=8.96, Single Inference For All Tasks=false2024.03 | — | — | 17.77 | |
| Single TaskBackbone=Swin-Tiny, Trainable Parameters (M)=112.62, Single Inference For All Tasks=false2024.03 | — | — | 17.97 | |
| VL-AdapterBackbone=Swin-Tiny, Trainable Parameters (M)=4.74, Single Inference For All Tasks=false2024.03 | — | — | 19.26 | |
| VPT-deepBackbone=Swin-Tiny, Trainable Parameters (M)=3.43, Single Inference For All Tasks=false2024.03 | — | — | 21.07 | |
| VPT-shallowBackbone=Swin-Tiny, Trainable Parameters (M)=2.57, Single Inference For All Tasks=false2024.03 | — | — | 20.9 |