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ResearchFormerly WizWand

Surface Normal Estimation on NYU v2 (Retained set)

67.13A30Original
25.7936.522547.25557.9875May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
OriginalSetting=Ref., Backbone=ViT-L2026.0567.13
RetrainSetting=Ref., Backbone=ViT-L2026.0566.98
OursSetting=PU (DEP), Backbone=ViT-L2026.0563.21
OursSetting=PU (SEG), Backbone=ViT-L2026.0563.16
OursSetting=FU, Backbone=ViT-L2026.0562.17
OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.0561.93
OursSetting=PU (NOR), Backbone=ViT-L2026.0561.92
NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.0560.52
SCRUBSetting=PU (DEP), Backbone=ViT-L2026.0560.28
SCRUBSetting=PU (SEG), Backbone=ViT-L2026.0560.27
FisherSetting=PU (DEP), Backbone=ViT-L2026.0560.12
OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.0559.37
SCRUBSetting=PU (NOR), Backbone=ViT-L2026.0559
NegGrad+Setting=FU, Backbone=ViT-L2026.0558.72
SCRUBSetting=FU, Backbone=ViT-L2026.0558.65
InfluenceSetting=PU (DEP), Backbone=ViT-L2026.0558.47
NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.0558.33
OrthoGradSetting=FU, Backbone=ViT-L2026.0558.28
OriginalSetting=Ref., Backbone=Swin-L2026.0558.03
OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.0557.93
FisherSetting=PU (SEG), Backbone=ViT-L2026.0557.13
interference-aware frameworkSetting=FU, Backbone=Swin-L2026.0556.82
InfluenceSetting=PU (SEG), Backbone=ViT-L2026.0556.29
InfluenceSetting=PU (NOR), Backbone=ViT-L2026.0556.24
interference-aware frameworkSetting=PU (NOR), Backbone=Swin-L2026.0555.84
NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.0554.91
SSDSetting=PU (DEP), Backbone=ViT-L2026.0548.29
InfluenceSetting=FU, Backbone=ViT-L2026.0548.02
SSDSetting=PU (SEG), Backbone=ViT-L2026.0543.92
SSDSetting=PU (NOR), Backbone=ViT-L2026.0543.92
SSDSetting=FU, Backbone=ViT-L2026.0543.82
FisherSetting=FU, Backbone=ViT-L2026.0541.32
FisherSetting=PU (NOR), Backbone=ViT-L2026.0527.38