Image Classification on CIFAR10 (test) (Recovered Accuracy)
79.12Recovered AccuracyRepair Residual
Evaluation Results
| Method | Links | |
|---|---|---|
| Repair ResidualSparsity=90%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 79.12 | |
| RRSparsity=90%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 77.37 | |
| ERKSparsity=90%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 77.14 | |
| Raw ShiftSparsity=90%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 77.09 | |
| RRSparsity=92.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 66.26 | |
| ERKSparsity=92.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 63.88 | |
| GlobalSparsity=90%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 63.26 | |
| Repair ResidualSparsity=92.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 60.61 | |
| Raw ShiftSparsity=92.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 60.22 | |
| UniformSparsity=90%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 55.39 | |
| RRSparsity=95%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 44.07 | |
| GlobalSparsity=92.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 42.92 | |
| Raw ShiftSparsity=95%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 38.91 | |
| Repair ResidualSparsity=95%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 38.89 | |
| ERKSparsity=95%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 37.89 | |
| UniformSparsity=92.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 36.37 | |
| GlobalSparsity=95%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 25.54 | |
| UniformSparsity=95%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 22.97 | |
| GlobalSparsity=97.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 12.94 | |
| Raw ShiftSparsity=97.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 11.98 | |
| RRSparsity=97.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 11.95 | |
| ERKSparsity=97.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 11.95 | |
| UniformSparsity=97.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 11.88 | |
| Repair ResidualSparsity=97.5%, Backbone=ResNet18, Evaluation Protocol=CR+BN2026.05 | 11.88 |