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ResearchFormerly WizWand

Depth Estimation on NYU Forget set v2 (train)

87.57Accuracy (σ1.25)Ours
20.427637.858855.2972.7212May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
OursSetting=PU (NOR), Backbone=ViT-L2026.0587.57
OursSetting=PU (SEG), Backbone=ViT-L2026.0586.95
OriginalSetting=Ref., Backbone=ViT-L2026.0585.96
NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.0584.27
OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.0584.01
FisherSetting=PU (NOR), Backbone=ViT-L2026.0583.12
NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.0582.56
OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.0582.3
SCRUBSetting=PU (SEG), Backbone=ViT-L2026.0582.17
InfluenceSetting=PU (NOR), Backbone=ViT-L2026.0581.02
FisherSetting=PU (SEG), Backbone=ViT-L2026.0579.01
OursSetting=FU, Backbone=ViT-L2026.0577.16
SCRUBSetting=PU (NOR), Backbone=ViT-L2026.0576.5
NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.0575.68
NegGrad+Setting=FU, Backbone=ViT-L2026.0574.8
InfluenceSetting=PU (SEG), Backbone=ViT-L2026.0573.07
SCRUBSetting=FU, Backbone=ViT-L2026.0572.41
OursSetting=PU (DEP), Backbone=ViT-L2026.0571.26
OrthoGradSetting=FU, Backbone=ViT-L2026.0569.29
RetrainSetting=Ref., Backbone=ViT-L2026.0568.87
OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.0567.37
SCRUBSetting=PU (DEP), Backbone=ViT-L2026.0567.29
InfluenceSetting=FU, Backbone=ViT-L2026.0559.02
InfluenceSetting=PU (DEP), Backbone=ViT-L2026.0557.42
SSDSetting=PU (DEP), Backbone=ViT-L2026.0556.32
FisherSetting=FU, Backbone=ViT-L2026.0556.01
SSDSetting=PU (NOR), Backbone=ViT-L2026.0545.76
SSDSetting=FU, Backbone=ViT-L2026.0545.17
SSDSetting=PU (SEG), Backbone=ViT-L2026.0545.01
FisherSetting=PU (DEP), Backbone=ViT-L2026.0523.01