Image Classification on Scene
84.5AccuracyViT-B/16
Evaluation Results
| Method | Links | |
|---|---|---|
| ViT-B/16PEFT=-, Params(%)=86M2026.03 | 84.5 | |
| ViT-B/16Compression=ViT-B/16 [13], PEFT=–2026.03 | 84.5 | |
| DGMRCompression=DGMR [67], PEFT=SSF [39]2026.03 | 82.4 | |
| CRISPCompression=CRISP (ours), PEFT=CRISP (ours)2026.03 | 81.8 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SSF [39]2026.03 | 81.7 | |
| CRISPCompression=CRISP (ours), PEFT=–2026.03 | 81.3 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SVFT [43]2026.03 | 80.6 | |
| DGMRCompression=DGMR [67], PEFT=–2026.03 | 79.8 | |
| RDHPCompression=RDHP [84], PEFT=LoRA [28]2026.03 | 79.8 | |
| CRISPPEFT=CRISP (ours), Params(%)=21M2026.03 | 79.6 | |
| RECASTCompression=RECAST [71], PEFT=RECAST [71]2026.03 | 79.3 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=LoRA [28]2026.03 | 78 | |
| CRISPPEFT=-, Params(%)=21M2026.03 | 77.7 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=–2026.03 | 77.6 | |
| RDHPCompression=RDHP [84], PEFT=SSF [39]2026.03 | 77.6 | |
| RDHPCompression=RDHP [84], PEFT=SVFT [43]2026.03 | 77.6 | |
| RECASTCompression=RECAST [71], PEFT=–2026.03 | 77.4 | |
| DGMRCompression=DGMR [67], PEFT=SVFT [43]2026.03 | 77.4 | |
| DGMRCompression=DGMR [67], PEFT=LoRA [28]2026.03 | 77.2 | |
| BALFCompression=BALF [21], PEFT=–2026.03 | 76.3 | |
| RDHPCompression=RDHP [84], PEFT=–2026.03 | 74.7 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SSF [39]2026.03 | 73.3 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SVFT [43]2026.03 | 72.4 | |
| RECASTPEFT=RECAST, Params(%)=21M2026.03 | 71 | |
| SVDCompression=SVD, PEFT=Eigenvalues2026.03 | 68.1 | |
| RECASTPEFT=-, Params(%)=21M2026.03 | 67.2 | |
| SVDCompression=SVD, PEFT=–2026.03 | 65.6 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=–2026.03 | 63.9 | |
| SVDPEFT=Eigenvalues, Params(%)=21M2026.03 | 62.1 | |
| SVDPEFT=-, Params(%)=21M2026.03 | 33.2 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=WeCoLoRA [23]2026.03 | 4 |