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ResearchFormerly WizWand

Depth Estimation on NYU v2 (Retained set)

86.87Acc (sigma 1.25)Retrain
26.633242.271657.9173.5484May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RetrainSetting=Ref., Backbone=ViT-L2026.0586.87
OriginalSetting=Ref., Backbone=ViT-L2026.0585.73
OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.0585.72
OursSetting=FU, Backbone=ViT-L2026.0585.56
OursSetting=PU (NOR), Backbone=ViT-L2026.0585.37
OursSetting=PU (SEG), Backbone=ViT-L2026.0584.99
NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.0584.6
OriginalSetting=Ref., Backbone=Swin-L2026.0584.28
SCRUBSetting=PU (SEG), Backbone=ViT-L2026.0583.84
OursSetting=PU (DEP), Backbone=ViT-L2026.0583.37
InfluenceSetting=PU (NOR), Backbone=ViT-L2026.0583.32
FisherSetting=PU (NOR), Backbone=ViT-L2026.0583.25
NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.0583.17
NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.0583.12
SCRUBSetting=FU, Backbone=ViT-L2026.0582.96
SCRUBSetting=PU (NOR), Backbone=ViT-L2026.0582.94
NegGrad+Setting=FU, Backbone=ViT-L2026.0582.59
OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.0582.29
interference-aware frameworkSetting=PU (DEP), Backbone=Swin-L2026.0581.92
OrthoGradSetting=FU, Backbone=ViT-L2026.0581.23
interference-aware frameworkSetting=FU, Backbone=Swin-L2026.0581.22
OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.0580.99
FisherSetting=PU (SEG), Backbone=ViT-L2026.0579.73
SCRUBSetting=PU (DEP), Backbone=ViT-L2026.0574.97
InfluenceSetting=PU (SEG), Backbone=ViT-L2026.0573.93
InfluenceSetting=FU, Backbone=ViT-L2026.0562.93
FisherSetting=FU, Backbone=ViT-L2026.0562.35
InfluenceSetting=PU (DEP), Backbone=ViT-L2026.0561.03
SSDSetting=PU (DEP), Backbone=ViT-L2026.0558.19
SSDSetting=PU (SEG), Backbone=ViT-L2026.0549.32
SSDSetting=FU, Backbone=ViT-L2026.0548.83
SSDSetting=PU (NOR), Backbone=ViT-L2026.0548.31
FisherSetting=PU (DEP), Backbone=ViT-L2026.0528.95