Semantic Segmentation on PASCAL VOC 2012 (trainaug)
70.8mIoUFull Data
Evaluation Results
| Method | Links | |
|---|---|---|
| Full DataBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=0%2026.06 | 70.8 | |
| UGIES (Ours-BS)Backbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%2026.06 | 70.02 | |
| DivBSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%2026.06 | 69.85 | |
| InfoBatch-BSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%, Reproduction=true2026.06 | 69.8 | |
| UGIES (Ours-BS)Backbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%2026.06 | 68.48 | |
| CCSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%2026.06 | 68.47 | |
| ModerateBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=70%2026.06 | 68.34 | |
| DivBSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%2026.06 | 68.13 | |
| InfoBatch-BSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%, Reproduction=true2026.06 | 67.97 | |
| CCSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%2026.06 | 67.22 | |
| ModerateBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=80%2026.06 | 66.83 | |
| UGIES (Ours-BS)Backbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%2026.06 | 65.79 | |
| DivBSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%2026.06 | 65.45 | |
| InfoBatch-BSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%, Reproduction=true2026.06 | 64.66 | |
| CCSBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%2026.06 | 63.98 | |
| ModerateBackbone=ResNet-50, Architecture=UperNet, Pruning Ratio=90%2026.06 | 63.27 |