Image Classification on CFR100
86.2AccuracyCRISP
Evaluation results
| Method | Links | |
|---|---|---|
| CRISPCompression=CRISP (ours), PEFT=CRISP (ours)2026.03 | 86.2 | |
| DGMRCompression=DGMR [67], PEFT=LoRA [28]2026.03 | 86.1 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SSF [39]2026.03 | 85.6 | |
| RDHPCompression=RDHP [84], PEFT=LoRA [28]2026.03 | 84.8 | |
| DGMRCompression=DGMR [67], PEFT=SSF [39]2026.03 | 84.8 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=LoRA [28]2026.03 | 84.7 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SVFT [43]2026.03 | 84.4 | |
| RDHPCompression=RDHP [84], PEFT=SSF [39]2026.03 | 83.9 | |
| RDHPCompression=RDHP [84], PEFT=SVFT [43]2026.03 | 83.1 | |
| DGMRCompression=DGMR [67], PEFT=SVFT [43]2026.03 | 82.8 | |
| RECASTCompression=RECAST [71], PEFT=RECAST [71]2026.03 | 78.5 | |
| RDHPCompression=RDHP [84], PEFT=–2026.03 | 78.1 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SSF [39]2026.03 | 77.6 | |
| DGMRCompression=DGMR [67], PEFT=–2026.03 | 76.9 | |
| ViT-B/16Compression=ViT-B/16 [13], PEFT=–2026.03 | 76.3 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=–2026.03 | 76.3 | |
| CRISPCompression=CRISP (ours), PEFT=–2026.03 | 76.2 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SVFT [43]2026.03 | 75.1 | |
| RECASTCompression=RECAST [71], PEFT=–2026.03 | 71.5 | |
| SVDCompression=SVD, PEFT=Eigenvalues2026.03 | 71.5 | |
| BALFCompression=BALF [21], PEFT=–2026.03 | 69.7 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=–2026.03 | 65.5 | |
| SVDCompression=SVD, PEFT=–2026.03 | 55.4 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=WeCoLoRA [23]2026.03 | 19.3 |