Classification on CIFAR10 (top-1 accuracy)
98.7Top-1 AccuracyLoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| LoRABackbone=ViT-S, Task=Fine-tuning2025.03 | 98.7 | |
| FPBackbone=ViT-S, Task=Fine-tuning2025.03 | 98.68 | |
| FPBackbone=EfficientFormer-L7, Task=Fine-tuning2025.03 | 98.65 | |
| HOT + LoRABackbone=ViT-S, Task=Fine-tuning2025.03 | 98.6 | |
| HOTBackbone=ViT-S, Task=Fine-tuning2025.03 | 98.21 | |
| HOTBackbone=EfficientFormer-L7, Task=Fine-tuning2025.03 | 98.03 | |
| FPBackbone=EfficientNetV2-m, Task=Fine-tuning2025.03 | 98.01 | |
| LUQBackbone=EfficientFormer-L7, Task=Fine-tuning2025.03 | 97.86 | |
| FPBackbone=EfficientNetV2-s, Task=Fine-tuning2025.03 | 97.61 | |
| LUQBackbone=ViT-S, Task=Fine-tuning2025.03 | 97.37 | |
| FPBackbone=EfficientFormer-L1, Task=Fine-tuning2025.03 | 97.31 | |
| LBP-WHTBackbone=ViT-S, Task=Fine-tuning2025.03 | 97.24 | |
| LBP-WHTBackbone=EfficientFormer-L7, Task=Fine-tuning2025.03 | 97.22 | |
| LoRABackbone=EfficientFormer-L7, Task=Fine-tuning2025.03 | 97.1 | |
| HOT + LoRABackbone=EfficientFormer-L7, Task=Fine-tuning2025.03 | 96.9 | |
| HOTBackbone=EfficientNetV2-s, Task=Fine-tuning2025.03 | 96.79 | |
| HOTBackbone=EfficientFormer-L1, Task=Fine-tuning2025.03 | 96.49 | |
| LUQBackbone=EfficientFormer-L1, Task=Fine-tuning2025.03 | 96.42 | |
| FPBackbone=ViT-B, Task=Fine-tuning2025.03 | 96.36 | |
| HOTBackbone=EfficientNetV2-m, Task=Fine-tuning2025.03 | 96.17 | |
| LoRABackbone=ViT-B, Task=Fine-tuning2025.03 | 96.07 | |
| HOT + LoRABackbone=ViT-B, Task=Fine-tuning2025.03 | 96.03 | |
| LBP-WHTBackbone=EfficientNetV2-m, Task=Fine-tuning2025.03 | 95.85 | |
| LUQBackbone=ViT-B, Task=Fine-tuning2025.03 | 95.7 | |
| HOTBackbone=ViT-B, Task=Fine-tuning2025.03 | 95.01 | |
| LBP-WHTBackbone=EfficientFormer-L1, Task=Fine-tuning2025.03 | 94.6 | |
| LoRABackbone=EfficientFormer-L1, Task=Fine-tuning2025.03 | 94.14 | |
| LBP-WHTBackbone=EfficientNetV2-s, Task=Fine-tuning2025.03 | 94.09 | |
| HOT + LoRABackbone=EfficientFormer-L1, Task=Fine-tuning2025.03 | 94.01 | |
| LBP-WHTBackbone=ViT-B, Task=Fine-tuning2025.03 | 91.37 | |
| CLIP-PGSImage Encoder=ViT-B/16, p=0.3, Protocol=Zero-shot2025.03 | 73.5 | |
| E-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 70.7 | |
| CLIP-PGSImage Encoder=ViT-S/16, p=0.3, Protocol=Zero-shot2025.03 | 66.9 | |
| CLIP-PGSImage Encoder=ViT-B/16, p=0.5, Protocol=Zero-shot2025.03 | 62.5 | |
| A-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 61.6 | |
| CLIP-PGSImage Encoder=ViT-S/16, p=0.5, Protocol=Zero-shot2025.03 | 58.4 | |
| CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 57.7 | |
| FLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 52.8 |