Image Classification on CIFAR10 (Accuracy and Accuracy Gain)
97.8AccuracyIsomorph. Prune.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SSF [39]2026.03 | 97.8 | — | |
| CRISPCompression=CRISP (ours), PEFT=CRISP (ours)2026.03 | 97.4 | — | |
| DGMRCompression=DGMR [67], PEFT=SSF [39]2026.03 | 97.2 | — | |
| RDHPCompression=RDHP [84], PEFT=SVFT [43]2026.03 | 97.1 | — | |
| ViT-B/16Compression=ViT-B/16 [13], PEFT=–2026.03 | 97 | — | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SVFT [43]2026.03 | 97 | — | |
| RDHPCompression=RDHP [84], PEFT=LoRA [28]2026.03 | 97 | — | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=LoRA [28]2026.03 | 96.7 | — | |
| RDHPCompression=RDHP [84], PEFT=SSF [39]2026.03 | 96.5 | — | |
| DGMRCompression=DGMR [67], PEFT=SVFT [43]2026.03 | 96.5 | — | |
| RECASTCompression=RECAST [71], PEFT=RECAST [71]2026.03 | 95.3 | — | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SSF [39]2026.03 | 94.3 | — | |
| DGMRCompression=DGMR [67], PEFT=LoRA [28]2026.03 | 93.7 | — | |
| InMaP + ZLaPBackbone=ViT-B/16, Evaluation Protocol=Transductive Zero-Shot2024.04 | 93.6 | 0.3 | |
| InMaPBackbone=ViT-B/16, Evaluation Protocol=Transductive Zero-Shot2024.04 | 93.3 | — | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=–2026.03 | 93.2 | — | |
| SVDCompression=SVD, PEFT=Eigenvalues2026.03 | 92.9 | — | |
| CLIP + ZLaPBackbone=ViT-B/16, Evaluation Protocol=Transductive Zero-Shot2024.04 | 92.6 | 1.4 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SVFT [43]2026.03 | 92.6 | — | |
| DGMRCompression=DGMR [67], PEFT=–2026.03 | 92.1 | — | |
| CRISPCompression=CRISP (ours), PEFT=–2026.03 | 92.1 | — | |
| RECASTCompression=RECAST [71], PEFT=–2026.03 | 91.8 | — | |
| CLIP-DNBackbone=ViT-B/16, Evaluation Protocol=Transductive Zero-Shot2024.04 | 91.4 | — | |
| CLIPBackbone=ViT-B/16, Evaluation Protocol=Transductive Zero-Shot2024.04 | 91.2 | — | |
| BALFCompression=BALF [21], PEFT=–2026.03 | 89.8 | — | |
| RDHPCompression=RDHP [84], PEFT=–2026.03 | 89.2 | — | |
| SVDCompression=SVD, PEFT=–2026.03 | 83 | — | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=–2026.03 | 81.1 | — | |
| InMaP + ZLaPBackbone=ResNet-50, Evaluation Protocol=Transductive Zero-Shot2024.04 | 79.2 | 0.3 | |
| InMaPBackbone=ResNet-50, Evaluation Protocol=Transductive Zero-Shot2024.04 | 78.9 | — | |
| CLIP + ZLaPBackbone=ResNet-50, Evaluation Protocol=Transductive Zero-Shot2024.04 | 78.2 | 5.9 | |
| CLIP-DNBackbone=ResNet-50, Evaluation Protocol=Transductive Zero-Shot2024.04 | 74 | — | |
| CLIPBackbone=ResNet-50, Evaluation Protocol=Transductive Zero-Shot2024.04 | 72.3 | — | |
| CDVM10kTraining Data Percentage=30% Data2026.05 | 60.5 | — | |
| CDVM5kTraining Data Percentage=30% Data2026.05 | 59.8 | — | |
| BanzhafTraining Data Percentage=30% Data2026.05 | 59.2 | — | |
| CDVM10kTraining Data Percentage=25% Data2026.05 | 58.3 | — | |
| InfOptTraining Data Percentage=25% Data2026.05 | 58 | — | |
| InfOptTraining Data Percentage=30% Data2026.05 | 57.9 | — | |
| CDVM5kTraining Data Percentage=25% Data2026.05 | 57.8 | — | |
| CDVM10kTraining Data Percentage=20% Data2026.05 | 57.3 | — | |
| RandomTraining Data Percentage=30% Data2026.05 | 57.3 | — | |
| DataOOBTraining Data Percentage=30% Data2026.05 | 57 | — | |
| BanzhafTraining Data Percentage=25% Data2026.05 | 57 | — | |
| CDVM10kTraining Data Percentage=15% Data2026.05 | 56.7 | — | |
| CDVM5kTraining Data Percentage=20% Data2026.05 | 56.5 | — | |
| InfOptTraining Data Percentage=20% Data2026.05 | 56 | — | |
| CDVM5kTraining Data Percentage=15% Data2026.05 | 55.1 | — | |
| InfOptTraining Data Percentage=15% Data2026.05 | 54.8 | — | |
| RandomTraining Data Percentage=25% Data2026.05 | 54.4 | — | |
| CDVM10kTraining Data Percentage=10% Data2026.05 | 54.3 | — | |
| InfOptTraining Data Percentage=10% Data2026.05 | 53 | — | |
| CDVM5kTraining Data Percentage=10% Data2026.05 | 52.5 | — | |
| BanzhafTraining Data Percentage=20% Data2026.05 | 52.2 | — | |
| RandomTraining Data Percentage=20% Data2026.05 | 52 | — | |
| DataOOBTraining Data Percentage=25% Data2026.05 | 49.5 | — | |
| BanzhafTraining Data Percentage=15% Data2026.05 | 49.4 | — | |
| DataOOBTraining Data Percentage=20% Data2026.05 | 49 | — | |
| RandomTraining Data Percentage=15% Data2026.05 | 47.9 | — | |
| CDVM10kTraining Data Percentage=5% Data2026.05 | 46.3 | — | |
| DataOOBTraining Data Percentage=15% Data2026.05 | 45.8 | — | |
| InfOptTraining Data Percentage=5% Data2026.05 | 45.6 | — | |
| BanzhafTraining Data Percentage=10% Data2026.05 | 43.8 | — | |
| CDVM5kTraining Data Percentage=5% Data2026.05 | 43.1 | — | |
| RandomTraining Data Percentage=10% Data2026.05 | 42 | — | |
| DataOOBTraining Data Percentage=10% Data2026.05 | 41.3 | — | |
| BanzhafTraining Data Percentage=5% Data2026.05 | 33.2 | — | |
| DataOOBTraining Data Percentage=5% Data2026.05 | 32.2 | — | |
| RandomTraining Data Percentage=5% Data2026.05 | 31.5 | — | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=WeCoLoRA [23]2026.03 | 10.1 | — |