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ResearchFormerly WizWand

Surface Normal Prediction on NYU Forget set v2 (train)

0.2448A30 ErrorFisher
0.227640.343470.45930.57513May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FisherSetting=PU (NOR), Backbone=ViT-L2026.050.2448
FisherSetting=FU, Backbone=ViT-L2026.050.3921
SSDSetting=PU (NOR), Backbone=ViT-L2026.050.413
SSDSetting=PU (SEG), Backbone=ViT-L2026.050.4137
SSDSetting=FU, Backbone=ViT-L2026.050.4158
NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.050.4477
InfluenceSetting=FU, Backbone=ViT-L2026.050.4593
SSDSetting=PU (DEP), Backbone=ViT-L2026.050.4605
InfluenceSetting=PU (NOR), Backbone=ViT-L2026.050.4611
NegGrad+Setting=FU, Backbone=ViT-L2026.050.4729
OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.050.4729
SCRUBSetting=PU (NOR), Backbone=ViT-L2026.050.4955
OrthoGradSetting=FU, Backbone=ViT-L2026.050.4992
SCRUBSetting=FU, Backbone=ViT-L2026.050.5403
InfluenceSetting=PU (SEG), Backbone=ViT-L2026.050.5442
OursSetting=PU (NOR), Backbone=ViT-L2026.050.5486
FisherSetting=PU (SEG), Backbone=ViT-L2026.050.5624
OursSetting=FU, Backbone=ViT-L2026.050.5696
SCRUBSetting=PU (SEG), Backbone=ViT-L2026.050.5716
NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.050.5761
RetrainSetting=Ref., Backbone=ViT-L2026.050.5775
InfluenceSetting=PU (DEP), Backbone=ViT-L2026.050.5823
FisherSetting=PU (DEP), Backbone=ViT-L2026.050.5832
OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.050.5918
OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.050.5927
SCRUBSetting=PU (DEP), Backbone=ViT-L2026.050.5928
NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.050.5971
OursSetting=PU (DEP), Backbone=ViT-L2026.050.6313
OursSetting=PU (SEG), Backbone=ViT-L2026.050.6315
OriginalSetting=Ref., Backbone=ViT-L2026.050.6738