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ResearchFormerly WizWand

Semantic Segmentation on PASCAL VOC 2012 (trainaug)

70.8mIoUFull Data
62.968865.001967.03569.0681Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Full DataBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=0%2026.0670.8
UGIES (Ours-BS)Backbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%2026.0670.02
DivBSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%2026.0669.85
InfoBatch-BSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%, Reproduction=true2026.0669.8
UGIES (Ours-BS)Backbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%2026.0668.48
CCSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%2026.0668.47
ModerateBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%2026.0668.34
DivBSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%2026.0668.13
InfoBatch-BSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%, Reproduction=true2026.0667.97
CCSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%2026.0667.22
ModerateBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%2026.0666.83
UGIES (Ours-BS)Backbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%2026.0665.79
DivBSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%2026.0665.45
InfoBatch-BSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%, Reproduction=true2026.0664.66
CCSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%2026.0663.98
ModerateBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%2026.0663.27