Image Classification on CIFAR-10N ResNet-18 (test)
95.6Clean AccuracyFull-training
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Full-trainingBackbone=ResNet-182026.04 | 95.6 | 90.7 | 78.3 | 91.3 | 85.4 | 65.6 | 90.6 | 85.8 | — | |
| DUALPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95.5 | 90.1 | 80.4 | 91.7 | 79.2 | 40.2 | 87.1 | 67.8 | -6.4 | |
| Dyn-UncPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95.4 | 89.3 | 78.8 | 90.9 | 84.5 | 47.1 | 80.7 | 71.2 | -5.7 | |
| DUALPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95.4 | 90.1 | 81.3 | 92 | 83.6 | 41.8 | 89 | 75.3 | -4.3 | |
| Dyn-UncPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95.3 | 89.6 | 78.7 | 89.6 | 78.6 | 44.8 | 82.6 | 76.1 | -6 | |
| DivBSPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95.3 | 90.3 | 78.3 | 85.3 | 79.2 | 50.3 | 88 | 82.8 | -4.2 | |
| InfoBatchPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95.3 | 91 | 78.1 | 92 | 85.6 | 67.5 | 91.3 | 87 | 0.5 | |
| InfoBatch + OursPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95.3 | 91.4 | 82 | 92.7 | 87.9 | 67.8 | 92.9 | 90 | 2.1 | |
| SeTa + OursPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95.3 | 90.7 | 79.1 | 92.5 | 85 | 64.6 | 91.8 | 89.3 | 0.6 | |
| SeTaPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95.2 | 90.6 | 76.3 | 91.8 | 84.7 | 64.2 | 90.8 | 88.4 | -0.2 | |
| IESPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95 | 89.8 | 79.8 | 87.5 | 80 | 46 | 88.9 | 82.3 | -4.3 | |
| IESPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95 | 89.8 | 78.6 | 87 | 79.1 | 35.7 | 88.5 | 78.3 | -6.4 | |
| InfoBatchPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95 | 90.5 | 77.7 | 92 | 87.5 | 64.3 | 92 | 87.5 | 0.4 | |
| InfoBatch + OursPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 95 | 91.3 | 82.4 | 92.8 | 87.6 | 64.5 | 92.1 | 89.8 | 1.5 | |
| DivBSPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.9 | 89.8 | 78 | 85.9 | 79.6 | 48.6 | 88.8 | 84.6 | -4.2 | |
| SeTa + OursPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.9 | 89.7 | 79.3 | 91.9 | 87.6 | 60.2 | 92.2 | 88.5 | 0.1 | |
| Dynamic RandomPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.8 | 90.3 | 77.3 | 90.8 | 84.2 | 64.8 | 91.5 | 84.5 | -0.6 | |
| SeTaPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.8 | 89.4 | 78.5 | 91.3 | 86 | 53 | 91.7 | 87.9 | -1.4 | |
| DivBSPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.8 | 89.8 | 79.8 | 86.2 | 80.3 | 48.5 | 90 | 83.8 | -3.8 | |
| Static RandomPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 94.6 | 89.9 | 75 | 89 | 81.2 | 57.6 | 87.9 | 82.5 | -3.2 | |
| MarginPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 94.5 | 88.9 | 64.6 | 85.4 | 15 | 12 | 79.8 | 47.6 | -24.4 | |
| Dynamic RandomPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.5 | 89.2 | 76.1 | 88.9 | 83.7 | 63.3 | 90.6 | 83.7 | -1.7 | |
| IESPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.5 | 89 | 76.7 | 86.1 | 74.6 | 35.4 | 87.6 | 73.3 | -8.3 | |
| SeTa + OursPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.5 | 90 | 79.4 | 92.6 | 87.7 | 58 | 92.5 | 88.5 | 0 | |
| InfoBatchPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.3 | 89.9 | 79.4 | 92.4 | 87 | 61 | 92.5 | 88.3 | 0.2 | |
| InfoBatch + OursPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.3 | 90.8 | 81 | 92.8 | 87.9 | 61.1 | 92.9 | 89.2 | 0.8 | |
| SeTaPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 94.3 | 89.5 | 77.7 | 92.2 | 87.1 | 30.4 | 92.2 | 88.1 | -4 | |
| GraNdPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 93.9 | 87.8 | 40.5 | 65.9 | 17.5 | 11 | 60.5 | 38.7 | -33.4 | |
| ForgetPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 93.6 | 89.5 | 69.6 | 84.5 | 59 | 22.5 | 80.5 | 58.3 | -15.7 | |
| DUALPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 93.5 | 90.3 | 80.4 | 91.7 | 86.6 | 45.2 | 90.8 | 75.2 | -3.7 | |
| SSPPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 93.4 | 88.6 | 66 | 83.4 | 53.1 | 16.6 | 80.3 | 59.5 | -17.8 | |
| Static RandomPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 93.3 | 88.6 | 72.4 | 87.4 | 77.5 | 51.4 | 85.8 | 77.9 | -6.1 | |
| MarginPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 93.3 | 85.2 | 44.6 | 70.7 | 13.5 | 10.7 | 57.5 | 38.6 | -33.7 | |
| GlisterPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 93.1 | 88.7 | 75.6 | 83.8 | 73.1 | 37.1 | 84.1 | 74.3 | -9.2 | |
| Prune4ReL†Prune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Static, Loss=Standard CE loss2026.04 | 93 | 88.3 | 66.1 | 81.8 | 52.2 | 15.8 | 81.1 | 59 | -18.3 | |
| Dynamic RandomPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 93 | 87.4 | 75.9 | 87.4 | 84.6 | 60.2 | 91.4 | 86.8 | -2.1 | |
| ForgetPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 92.4 | 88.4 | 72.2 | 85.7 | 68.3 | 29.8 | 79.9 | 57.4 | -13.7 | |
| Dyn-UncPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Dynamic2026.04 | 92.2 | 86.3 | 79.6 | 90.1 | 86.8 | 47.2 | 81.9 | 71.4 | -6 | |
| ModeratePrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 92.1 | 89.9 | 66.8 | 87.8 | 52.8 | 17.8 | 80.8 | 58.3 | -17.1 | |
| Prune4ReL†Prune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Static, Loss=Standard CE loss2026.04 | 91.6 | 85.9 | 63.9 | 78.4 | 49.6 | 16.3 | 78.8 | 56.7 | -20.3 | |
| SSPPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 91.5 | 87.1 | 65.8 | 81.2 | 50.7 | 16.3 | 79.4 | 58.6 | -19.1 | |
| GlisterPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 91.4 | 86.8 | 71.8 | 80.2 | 67.9 | 32.8 | 80.9 | 71.5 | -12.5 | |
| GraNdPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 91.2 | 78.6 | 21 | 39.2 | 7.1 | 6.9 | 37.2 | 32.3 | -46.2 | |
| MarginPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 91.2 | 71.7 | 15.1 | 22.6 | 12.3 | 9.8 | 34 | 27.3 | -49.9 | |
| ModeratePrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 90.8 | 88.2 | 66.9 | 89.9 | 48.8 | 17.4 | 80.1 | 57.7 | -17.9 | |
| Static RandomPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 90.2 | 86.6 | 69 | 85.3 | 73.8 | 41.4 | 82.3 | 75.3 | -9.9 | |
| ForgetPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 89.8 | 86.2 | 70.9 | 85.5 | 71.5 | 33 | 78.4 | 55.2 | -14.1 | |
| SmallLPrune Ratio=~30%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 88.9 | 87.2 | 78.2 | 89.3 | 72.1 | 24 | 87.4 | 68.9 | -10.9 | |
| GlisterPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 88.5 | 83.7 | 65.1 | 75 | 58.3 | 37.1 | 75.3 | 64.7 | -17 | |
| Prune4ReL†Prune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Static, Loss=Standard CE loss2026.04 | 88.4 | 82.2 | 59.7 | 73.3 | 43.5 | 16.2 | 74.2 | 56.1 | -23.7 | |
| ModeratePrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 87.8 | 84.8 | 66.3 | 87.3 | 47.8 | 16.7 | 77.7 | 55.4 | -19.9 | |
| SSPPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 87.8 | 82 | 60.5 | 73.9 | 41.2 | 15.8 | 74.7 | 55.1 | -24 | |
| SmallLPrune Ratio=~50%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 84.1 | 84.1 | 78 | 84.7 | 80.8 | 30.9 | 84.7 | 60.9 | -11.9 | |
| GraNdPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 78.1 | 52.1 | 10.2 | 14.3 | 8.2 | 7.8 | 18.9 | 28.5 | -58.1 | |
| SmallLPrune Ratio=~70%, Backbone=ResNet-18, Pruning Type=Static2026.04 | 75.1 | 76.3 | 74.4 | 78.2 | 76.1 | 35.4 | 73.1 | 62.7 | -16.5 |