Image Classification on CIFAR-10 standard (test) (Clean Accuracy)
96.2AccuracyLinear Probe
Evaluation results
| Method | Links | |
|---|---|---|
| Linear ProbeBackbone=CLIP ViT-B/162025.10 | 96.2 | |
| DN-CBMBackbone=CLIP ViT-B/162025.10 | 96 | |
| LaBoBackbone=CLIP ViT-B/162025.10 | 95.7 | |
| IF-BetaBackbone=ResNet-18, Pruning ratio=10%, Retraining protocol=w/o retraining2026.06 | 95.5 | |
| EL2NBackbone=ResNet-18, Pruning ratio=10%, Retraining protocol=w/ partial or full retraining2026.06 | 95.4 | |
| IF-BWSBackbone=ResNet-18, Pruning ratio=10%, Retraining protocol=w/o retraining2026.06 | 95.37 | |
| ForgettingBackbone=ResNet-18, Pruning ratio=10%, Retraining protocol=w/ partial or full retraining2026.06 | 95.35 | |
| DUALBackbone=ResNet-18, Pruning ratio=30%, Retraining protocol=w/ partial or full retraining2026.06 | 95.35 | |
| ForgettingBackbone=ResNet-18, Pruning ratio=30%, Retraining protocol=w/ partial or full retraining2026.06 | 95.33 | |
| DUALBackbone=ResNet-18, Pruning ratio=10%, Retraining protocol=w/ partial or full retraining2026.06 | 95.33 | |
| CDMBackbone=CLIP ViT-B/162025.10 | 95.3 | |
| ResNet-18 (Full Dataset)Backbone=ResNet-18, Pruning ratio=0%, Retraining protocol=standard training2026.06 | 95.26 | |
| GraNdBackbone=ResNet-18, Pruning ratio=10%, Retraining protocol=w/ partial or full retraining2026.06 | 95.25 | |
| IF-BWSBackbone=ResNet-18, Pruning ratio=30%, Retraining protocol=w/o retraining2026.06 | 95.21 | |
| IF-BetaBackbone=ResNet-18, Pruning ratio=30%, Retraining protocol=w/o retraining2026.06 | 95.21 | |
| DCBM-SAM2Backbone=CLIP ViT-B/162025.10 | 95.2 | |
| DCBM-MASKRCNNBackbone=CLIP ViT-B/162025.10 | 95.2 | |
| RandomBackbone=ResNet-18, Pruning ratio=10%, Retraining protocol=w/o retraining2026.06 | 95.17 | |
| EL2NBackbone=ResNet-18, Pruning ratio=30%, Retraining protocol=w/ partial or full retraining2026.06 | 95.12 | |
| DCBM-GDINOBackbone=CLIP ViT-B/162025.10 | 95.1 | |
| IF-CCSBackbone=ResNet-18, Pruning ratio=10%, Retraining protocol=w/o retraining2026.06 | 95.07 | |
| ForgettingBackbone=ResNet-18, Pruning ratio=50%, Retraining protocol=w/ partial or full retraining2026.06 | 95.02 | |
| DUALBackbone=ResNet-18, Pruning ratio=50%, Retraining protocol=w/ partial or full retraining2026.06 | 94.98 | |
| SEG-MIL-CBMBackbone=CLIP ViT-B/162025.10 | 94.89 | |
| IF-BetaBackbone=ResNet-18, Pruning ratio=50%, Retraining protocol=w/o retraining2026.06 | 94.8 | |
| Medium-DifficultyBackbone=ResNet-18, Pruning ratio=10%, Retraining protocol=w/o retraining2026.06 | 94.79 | |
| Label-Free-CBMBackbone=CLIP ViT-B/162025.10 | 94.7 | |
| EL2NBackbone=ResNet-18, Pruning ratio=50%, Retraining protocol=w/ partial or full retraining2026.06 | 94.66 | |
| RandomBackbone=ResNet-18, Pruning ratio=30%, Retraining protocol=w/o retraining2026.06 | 94.42 | |
| IF-BWSBackbone=ResNet-18, Pruning ratio=50%, Retraining protocol=w/o retraining2026.06 | 94.32 | |
| GraNdBackbone=ResNet-18, Pruning ratio=30%, Retraining protocol=w/ partial or full retraining2026.06 | 94.18 | |
| IF-CCSBackbone=ResNet-18, Pruning ratio=30%, Retraining protocol=w/o retraining2026.06 | 94.18 | |
| Medium-DifficultyBackbone=ResNet-18, Pruning ratio=30%, Retraining protocol=w/o retraining2026.06 | 93.78 | |
| RandomBackbone=ResNet-18, Pruning ratio=50%, Retraining protocol=w/o retraining2026.06 | 93.43 | |
| IF-BetaBackbone=ResNet-18, Pruning ratio=70%, Retraining protocol=w/o retraining2026.06 | 93.12 | |
| IF-CCSBackbone=ResNet-18, Pruning ratio=50%, Retraining protocol=w/o retraining2026.06 | 93.07 | |
| DUALBackbone=ResNet-18, Pruning ratio=70%, Retraining protocol=w/ partial or full retraining2026.06 | 92.68 | |
| IF-CCSBackbone=ResNet-18, Pruning ratio=70%, Retraining protocol=w/o retraining2026.06 | 92.58 | |
| Medium-DifficultyBackbone=ResNet-18, Pruning ratio=50%, Retraining protocol=w/o retraining2026.06 | 92.52 | |
| Zero ShotBackbone=CLIP ViT-B/162025.10 | 91.6 | |
| RandomBackbone=ResNet-18, Pruning ratio=70%, Retraining protocol=w/o retraining2026.06 | 91.13 | |
| IF-BetaBackbone=ResNet-18, Pruning ratio=80%, Retraining protocol=w/o retraining2026.06 | 90.85 | |
| ForgettingBackbone=ResNet-18, Pruning ratio=70%, Retraining protocol=w/ partial or full retraining2026.06 | 90.77 | |
| DUALBackbone=ResNet-18, Pruning ratio=80%, Retraining protocol=w/ partial or full retraining2026.06 | 90.36 | |
| Medium-DifficultyBackbone=ResNet-18, Pruning ratio=70%, Retraining protocol=w/o retraining2026.06 | 90.12 | |
| GraNdBackbone=ResNet-18, Pruning ratio=50%, Retraining protocol=w/ partial or full retraining2026.06 | 89.35 | |
| IF-BWSBackbone=ResNet-18, Pruning ratio=70%, Retraining protocol=w/o retraining2026.06 | 89.3 | |
| IF-CCSBackbone=ResNet-18, Pruning ratio=80%, Retraining protocol=w/o retraining2026.06 | 89.21 | |
| EL2NBackbone=ResNet-18, Pruning ratio=70%, Retraining protocol=w/ partial or full retraining2026.06 | 88.69 | |
| RandomBackbone=ResNet-18, Pruning ratio=80%, Retraining protocol=w/o retraining2026.06 | 87.65 | |
| Medium-DifficultyBackbone=ResNet-18, Pruning ratio=80%, Retraining protocol=w/o retraining2026.06 | 87.33 | |
| Post-hoc-CBMBackbone=CLIP ViT-B/162025.10 | 87.1 | |
| IF-BWSBackbone=ResNet-18, Pruning ratio=80%, Retraining protocol=w/o retraining2026.06 | 85.82 | |
| DUALBackbone=ResNet-18, Pruning ratio=90%, Retraining protocol=w/ partial or full retraining2026.06 | 85.56 | |
| IF-BetaBackbone=ResNet-18, Pruning ratio=90%, Retraining protocol=w/o retraining2026.06 | 85.45 | |
| IF-BWSBackbone=ResNet-18, Pruning ratio=90%, Retraining protocol=w/o retraining2026.06 | 84.04 | |
| IF-CCSBackbone=ResNet-18, Pruning ratio=90%, Retraining protocol=w/o retraining2026.06 | 83.14 | |
| Medium-DifficultyBackbone=ResNet-18, Pruning ratio=90%, Retraining protocol=w/o retraining2026.06 | 81.46 | |
| GraNdBackbone=ResNet-18, Pruning ratio=70%, Retraining protocol=w/ partial or full retraining2026.06 | 80.9 | |
| RandomBackbone=ResNet-18, Pruning ratio=90%, Retraining protocol=w/o retraining2026.06 | 80.17 | |
| GraNdBackbone=ResNet-18, Pruning ratio=80%, Retraining protocol=w/ partial or full retraining2026.06 | 77.57 | |
| GraNdBackbone=ResNet-18, Pruning ratio=90%, Retraining protocol=w/ partial or full retraining2026.06 | 70.52 | |
| EL2NBackbone=ResNet-18, Pruning ratio=80%, Retraining protocol=w/ partial or full retraining2026.06 | 64.94 | |
| ForgettingBackbone=ResNet-18, Pruning ratio=80%, Retraining protocol=w/ partial or full retraining2026.06 | 63.76 | |
| ForgettingBackbone=ResNet-18, Pruning ratio=90%, Retraining protocol=w/ partial or full retraining2026.06 | 35.08 | |
| EL2NBackbone=ResNet-18, Pruning ratio=90%, Retraining protocol=w/ partial or full retraining2026.06 | 22.41 |