Image Classification on Aircraft (mean per-class accuracy)
91.5Mean Per-Class AccuracyRDHP
Evaluation results
| Method | Links | |
|---|---|---|
| RDHPCompression=RDHP [84], PEFT=LoRA [28]2026.03 | 91.5 | |
| DGMRCompression=DGMR [67], PEFT=SVFT [43]2026.03 | 91.2 | |
| DGMRCompression=DGMR [67], PEFT=LoRA [28]2026.03 | 91.1 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=LoRA [28]2026.03 | 90.8 | |
| RDHPCompression=RDHP [84], PEFT=SVFT [43]2026.03 | 89.9 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SVFT [43]2026.03 | 89.5 | |
| CRISPCompression=CRISP (ours), PEFT=CRISP (ours)2026.03 | 89.5 | |
| DGMRCompression=DGMR [67], PEFT=SSF [39]2026.03 | 87.2 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SSF [39]2026.03 | 86.2 | |
| iBOT-vMFBackbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 85.8 | |
| iBOTBackbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 85.1 | |
| RDHPCompression=RDHP [84], PEFT=SSF [39]2026.03 | 85 | |
| DINO-vMFBackbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 84.8 | |
| DINOBackbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 84.5 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SSF [39]2026.03 | 80.2 | |
| RECASTCompression=RECAST [71], PEFT=RECAST [71]2026.03 | 77.3 | |
| CRISPCompression=CRISP (ours), PEFT=–2026.03 | 76.3 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SVFT [43]2026.03 | 73.7 | |
| RECASTCompression=RECAST [71], PEFT=–2026.03 | 71.8 | |
| DGMRCompression=DGMR [67], PEFT=–2026.03 | 71.6 | |
| ViT-B/16Compression=ViT-B/16 [13], PEFT=–2026.03 | 70.9 | |
| BALFCompression=BALF [21], PEFT=–2026.03 | 68.3 | |
| NNCLRBackbone=ResNet-50, Pre-training=ImageNet2021.04 | 64.1 | |
| NNCLRProtocol=linear evaluation2022.08 | 64.1 | |
| NNCLREvaluation protocol=Linear classifier2021.11 | 64.1 | |
| RDHPCompression=RDHP [84], PEFT=–2026.03 | 63.8 | |
| RényiCLProtocol=linear evaluation2022.08 | 61.8 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=–2026.03 | 61.5 | |
| Sup.-INBackbone=ResNet-50, Pre-training=ImageNet2021.04 | 61 | |
| SupervisedProtocol=linear evaluation2022.08 | 61 | |
| SupervisedEvaluation protocol=Linear classifier2021.11 | 61 | |
| BYOLBackbone=ResNet-50, Pre-training=ImageNet2021.04 | 60.6 | |
| BYOLProtocol=linear evaluation2022.08 | 60.6 | |
| BYOLEvaluation protocol=Linear classifier2021.11 | 60.6 | |
| SCEEvaluation protocol=Linear classifier2021.11 | 59.6 | |
| SVDCompression=SVD, PEFT=Eigenvalues2026.03 | 56.9 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=–2026.03 | 50.7 | |
| SimCLRProtocol=linear evaluation2022.08 | 50.3 | |
| SimCLRBackbone=ResNet-50, Pre-training=ImageNet2021.04 | 49.8 | |
| SimCLREvaluation protocol=Linear classifier2021.11 | 49.8 | |
| SVDCompression=SVD, PEFT=–2026.03 | 43.1 | |
| REAL-LinearEvaluation Protocol=Retrieval Augmented, Retrieval Size=5002024.01 | 29.6 | |
| REACTEvaluation Protocol=Retrieval Augmented, Retrieval Size=10K, Variant=Gated-Image2024.01 | 24.8 | |
| REACTEvaluation Protocol=Retrieval Augmented, Retrieval Size=10K, Variant=Locked-Text2024.01 | 24.5 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=WeCoLoRA [23]2026.03 | 20.9 | |
| REAL-PromptEvaluation Protocol=Zero-Shot Prompting2024.01 | 18 | |
| CuPLEvaluation Protocol=Zero-Shot Prompting2024.01 | 17.8 | |
| OpenAI templatesEvaluation Protocol=Zero-Shot Prompting2024.01 | 16.7 | |
| PromptingEvaluation Protocol=Zero-Shot Prompting, Prompt Template=a photo of {concept}2024.01 | 15.8 | |
| PromptingEvaluation Protocol=Zero-Shot Prompting, Prompt Template={concept}2024.01 | 12.6 |