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ResearchFormerly WizWand

Surface Normal Estimation on PASCAL Context

12.46Mean Error (MAE)TIGER-L
12.189214.017115.84517.6729Dec 10, 2024Mar 11, 2025Jun 11, 2025Sep 11, 2025Dec 12, 2025Mar 14, 2026Jun 14, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TIGER-LBackbone=ViT-L2026.0612.46
TIGER-BBackbone=ViT-B2026.0612.52
BridgeNetDecoder Type=Bridge-feature-based decoder2026.0513.38
SEM2026.0613.39
B^3-NetDecoder Type=Bridge-feature-based decoder2026.0513.4
RADIO2026.0613.49
MLoREBackbone=Custom2024.1213.51
MLoREDecoder Type=Transformer-based decoder2026.0513.51
MLoRE2026.0613.51
TaskDiffusionDecoder Type=Diffusion-based decoder2026.0513.55
TaskExpertParams (M)=420, FLOPs (G)=6222026.0413.56
TaskExpert2026.0613.56
TSP-TransformerDecoder Type=Transformer-based decoder2026.0513.69
MTLSI-NetParams (M)=234, FLOPs (G)=7722026.0413.71
TaskPrompterDecoder Type=Transformer-based decoder2026.0513.72
TaskPrompter2026.0613.72
InvPT++Params (M)=421, FLOPs (G)=6672026.0413.73
InvPT++Decoder Type=Transformer-based decoder2026.0513.73
SAK2026.0613.82
SAM-ViT-BBackbone=ViT-B2026.0614.03
MTMambaDecoder Type=Mamba-based decoder2026.0514.14
MTMamba2026.0614.14
InvPTDecoder Type=Transformer-based decoder2026.0514.15
InvPT2026.0614.15
ATRCDecoder Type=CNN-based decoder2026.0514.2
MQTransformer2026.0414.21
MQTransformerDecoder Type=Transformer-based decoder2026.0514.21
MQTransformer2026.0614.21
ATRCParams (M)=340, FLOPs (G)=8712026.0414.23
MTI-NetDecoder Type=CNN-based decoder2026.0514.23
ATRC2026.0614.23
ATRC-BMTASDecoder Type=CNN-based decoder2026.0514.24
MTMamba++Decoder Type=Mamba-based decoder2026.0514.29
ATRC-ASPPDecoder Type=CNN-based decoder2026.0514.3
PAD-NetParams (M)=330, FLOPs (G)=7732026.0414.37
PAD-Net2026.0614.37
MTI-NetParams (M)=851, FLOPs (G)=7742026.0414.67
MTI-Net2026.0614.67
ASTMTDecoder Type=CNN-based decoder2026.0514.7
DiffusionMTL2026.0614.85
PAD-NetDecoder Type=CNN-based decoder2026.0515.3
UNICBackbone=ViT-B/162024.1215.78
UNIC-BParams=86M2024.1215.78
RADIOv2.5Backbone=ViT-B/162024.1216.1
RADIOv2.5-BParams=98M2024.1216.1
RADIOv2.5Backbone=ViT-L/162024.1216.15
RADIOv2.5-LParams=320M2024.1216.15
RADIOv2.5Backbone=ViT-H/162024.1216.16
RADIOv2.5-HParams=653M2024.1216.16
OWLv2-ViT-LBackbone=ViT-L2026.0616.48
TheiaBackbone=ViT-B/162024.1216.94
TheiaParams=86M2024.1216.94
RADIOv2.5-gParams=1.1B2024.1217.06
UNICBackbone=ViT-L/142024.1217.35
UNIC-LParams=307M2024.1217.35
DINOv2Backbone=ViT-B/162024.1217.44
AM-RADIOBackbone=ViT-H/162024.1217.53
RADIOv2.1-HParams=653M2024.1217.53
DINOv2-ViT-LBackbone=ViT-L2026.0617.57
DINOv2Backbone=ViT-g/142024.1217.59
DINOv2Backbone=ViT-L/142024.1217.77
UNITParams=1B2024.1217.96
UNITParams=632M2024.1217.98
CLIP-ViT-LBackbone=ViT-L2026.0619.23