Image Classification on ImageNet 100/10
79.27Final Avg. AccuracyTagFex
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TagFexBackbone=ResNet-18, Pruning Strategy=false2025.03 | 79.27 | — | — | — | — | — | — | — | — | — | 70.84 | |
| TagFex-PBackbone=ResNet-18, Pruning Strategy=true2025.03 | 78.56 | — | — | — | — | — | — | — | — | — | 69.21 | |
| BEEFBackbone=ResNet-18, Pruning Strategy=false2025.03 | 77.62 | — | — | — | — | — | — | — | — | — | 68.78 | |
| DERBackbone=ResNet-18, Pruning Strategy=false2025.03 | 77.18 | — | — | — | — | — | — | — | — | — | 66.71 | |
| DyToxBackbone=ResNet-18, Pruning Strategy=false2025.03 | 76.51 | — | — | — | — | — | — | — | — | — | 67.61 | |
| Adaptive RPS-Net2019.06 | 74.1 | 100 | 97.4 | 94.3 | 92.7 | 89.4 | 86.6 | 83.9 | 82.4 | 79.4 | — | |
| iCaRLBackbone=ResNet-18, Pruning Strategy=false2025.03 | 67.11 | — | — | — | — | — | — | — | — | — | 50.98 | |
| BiCBackbone=ResNet-18, Pruning Strategy=false2025.03 | 65.13 | — | — | — | — | — | — | — | — | — | 42.4 | |
| iCaRL2019.06 | 63.5 | 99.3 | 97.2 | 93.5 | 91 | 87.5 | 82.1 | 77.1 | 72.8 | 67.1 | — | |
| LwF2019.06 | 36.7 | 99.3 | 95.2 | 85.9 | 73.9 | 63.7 | 54.8 | 50.1 | 44.5 | 40.7 | — | |
| FixedRep2019.06 | 35.3 | 99.3 | 88.1 | 73.7 | 62.6 | 55.7 | 50.2 | 42.9 | 41.3 | 39.2 | — | |
| Finetuning2019.06 | 9.9 | 99.3 | 49.4 | 32.6 | 24.7 | 20 | 16.7 | 13.9 | 12.3 | 11.1 | — |