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ResearchFormerly WizWand

Semantic Segmentation on NYU v2 (Retained set)

94mIoURetrain
49.789661.267372.74584.2227May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RetrainSetting=Ref., Backbone=ViT-L2026.0594
NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.0593.97
OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.0593.84
SCRUBSetting=PU (DEP), Backbone=ViT-L2026.0593.77
OriginalSetting=Ref., Backbone=ViT-L2026.0593.49
NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.0593.44
OursSetting=PU (DEP), Backbone=ViT-L2026.0593.23
FisherSetting=PU (DEP), Backbone=ViT-L2026.0593.1
OursSetting=PU (NOR), Backbone=ViT-L2026.0593.05
OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.0592.92
SCRUBSetting=PU (NOR), Backbone=ViT-L2026.0592.91
InfluenceSetting=PU (DEP), Backbone=ViT-L2026.0592.13
FisherSetting=PU (NOR), Backbone=ViT-L2026.0591.32
InfluenceSetting=PU (NOR), Backbone=ViT-L2026.0591.2
OriginalSetting=Ref., Backbone=Swin-L2026.0588.13
interference-aware frameworkSetting=PU (NOR), Backbone=Swin-L2026.0587.72
OrthoGradSetting=FU, Backbone=ViT-L2026.0587.67
interference-aware frameworkSetting=PU (DEP), Backbone=Swin-L2026.0587.28
OursSetting=FU, Backbone=ViT-L2026.0587.28
SCRUBSetting=PU (SEG), Backbone=ViT-L2026.0587.15
NegGrad+Setting=FU, Backbone=ViT-L2026.0586.47
RetrainSetting=Ref., Backbone=Swin-L2026.0586.3
OursSetting=PU (SEG), Backbone=ViT-L2026.0586.02
NegGrad+Setting=FU, Backbone=Swin-L2026.0583.21
interference-aware frameworkSetting=FU, Backbone=Swin-L2026.0582.17
OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.0582.02
SCRUBSetting=FU, Backbone=ViT-L2026.0581.96
interference-aware frameworkSetting=PU (SEG), Backbone=Swin-L2026.0581.93
NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.0581.17
SSDSetting=PU (DEP), Backbone=ViT-L2026.0578.3
InfluenceSetting=PU (SEG), Backbone=ViT-L2026.0574.59
SSDSetting=PU (SEG), Backbone=ViT-L2026.0570.48
SSDSetting=PU (NOR), Backbone=ViT-L2026.0570.38
SSDSetting=FU, Backbone=ViT-L2026.0570.18
InfluenceSetting=FU, Backbone=ViT-L2026.0567.36
FisherSetting=PU (SEG), Backbone=ViT-L2026.0552.48
FisherSetting=FU, Backbone=ViT-L2026.0551.49