Surface Normal Estimation on PASCAL Context
12.46Mean Error (MAE)TIGER-L
Evaluation Results
| Method | Links | |
|---|---|---|
| TIGER-LBackbone=ViT-L2026.06 | 12.46 | |
| TIGER-BBackbone=ViT-B2026.06 | 12.52 | |
| BridgeNetDecoder Type=Bridge-feature-based decoder2026.05 | 13.38 | |
| SEM2026.06 | 13.39 | |
| B^3-NetDecoder Type=Bridge-feature-based decoder2026.05 | 13.4 | |
| RADIO2026.06 | 13.49 | |
| MLoREBackbone=Custom2024.12 | 13.51 | |
| MLoREDecoder Type=Transformer-based decoder2026.05 | 13.51 | |
| MLoRE2026.06 | 13.51 | |
| TaskDiffusionDecoder Type=Diffusion-based decoder2026.05 | 13.55 | |
| TaskExpertParams (M)=420, FLOPs (G)=6222026.04 | 13.56 | |
| TaskExpert2026.06 | 13.56 | |
| TSP-TransformerDecoder Type=Transformer-based decoder2026.05 | 13.69 | |
| MTLSI-NetParams (M)=234, FLOPs (G)=7722026.04 | 13.71 | |
| TaskPrompterDecoder Type=Transformer-based decoder2026.05 | 13.72 | |
| TaskPrompter2026.06 | 13.72 | |
| InvPT++Params (M)=421, FLOPs (G)=6672026.04 | 13.73 | |
| InvPT++Decoder Type=Transformer-based decoder2026.05 | 13.73 | |
| SAK2026.06 | 13.82 | |
| SAM-ViT-BBackbone=ViT-B2026.06 | 14.03 | |
| MTMambaDecoder Type=Mamba-based decoder2026.05 | 14.14 | |
| MTMamba2026.06 | 14.14 | |
| InvPTDecoder Type=Transformer-based decoder2026.05 | 14.15 | |
| InvPT2026.06 | 14.15 | |
| ATRCDecoder Type=CNN-based decoder2026.05 | 14.2 | |
| MQTransformer2026.04 | 14.21 | |
| MQTransformerDecoder Type=Transformer-based decoder2026.05 | 14.21 | |
| MQTransformer2026.06 | 14.21 | |
| ATRCParams (M)=340, FLOPs (G)=8712026.04 | 14.23 | |
| MTI-NetDecoder Type=CNN-based decoder2026.05 | 14.23 | |
| ATRC2026.06 | 14.23 | |
| ATRC-BMTASDecoder Type=CNN-based decoder2026.05 | 14.24 | |
| MTMamba++Decoder Type=Mamba-based decoder2026.05 | 14.29 | |
| ATRC-ASPPDecoder Type=CNN-based decoder2026.05 | 14.3 | |
| PAD-NetParams (M)=330, FLOPs (G)=7732026.04 | 14.37 | |
| PAD-Net2026.06 | 14.37 | |
| MTI-NetParams (M)=851, FLOPs (G)=7742026.04 | 14.67 | |
| MTI-Net2026.06 | 14.67 | |
| ASTMTDecoder Type=CNN-based decoder2026.05 | 14.7 | |
| DiffusionMTL2026.06 | 14.85 | |
| PAD-NetDecoder Type=CNN-based decoder2026.05 | 15.3 | |
| UNICBackbone=ViT-B/162024.12 | 15.78 | |
| UNIC-BParams=86M2024.12 | 15.78 | |
| RADIOv2.5Backbone=ViT-B/162024.12 | 16.1 | |
| RADIOv2.5-BParams=98M2024.12 | 16.1 | |
| RADIOv2.5Backbone=ViT-L/162024.12 | 16.15 | |
| RADIOv2.5-LParams=320M2024.12 | 16.15 | |
| RADIOv2.5Backbone=ViT-H/162024.12 | 16.16 | |
| RADIOv2.5-HParams=653M2024.12 | 16.16 | |
| OWLv2-ViT-LBackbone=ViT-L2026.06 | 16.48 | |
| TheiaBackbone=ViT-B/162024.12 | 16.94 | |
| TheiaParams=86M2024.12 | 16.94 | |
| RADIOv2.5-gParams=1.1B2024.12 | 17.06 | |
| UNICBackbone=ViT-L/142024.12 | 17.35 | |
| UNIC-LParams=307M2024.12 | 17.35 | |
| DINOv2Backbone=ViT-B/162024.12 | 17.44 | |
| AM-RADIOBackbone=ViT-H/162024.12 | 17.53 | |
| RADIOv2.1-HParams=653M2024.12 | 17.53 | |
| DINOv2-ViT-LBackbone=ViT-L2026.06 | 17.57 | |
| DINOv2Backbone=ViT-g/142024.12 | 17.59 | |
| DINOv2Backbone=ViT-L/142024.12 | 17.77 | |
| UNITParams=1B2024.12 | 17.96 | |
| UNITParams=632M2024.12 | 17.98 | |
| CLIP-ViT-LBackbone=ViT-L2026.06 | 19.23 |