Adversarial Robustness Evaluation on Stanford Dogs (Image Classification)
92.02Clean AccuracyRoLI - Adapter
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RoLI - AdapterBackbone=Swin Transformer, Initialization=Robust Linear Initialization, Finetuning Protocol=Adapter2023.12 | 92.02 | 47.12 | — | |
| RanLI - LinearBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Linear Probing2023.12 | 91.55 | 45.45 | — | |
| RoLI - Full-FTBackbone=Swin Transformer, Initialization=Robust Linear Initialization, Finetuning Protocol=Full Finetuning2023.12 | 91.55 | 45.57 | — | |
| RoLI - BiasBackbone=Swin Transformer, Initialization=Robust Linear Initialization, Finetuning Protocol=Bias-only2023.12 | 91.52 | 47.27 | — | |
| RoLI - LoRABackbone=Swin Transformer, Initialization=Robust Linear Initialization, Finetuning Protocol=LoRA2023.12 | 91.2 | 46.76 | — | |
| RanLI - AdapterBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Adapter2023.12 | 87.98 | 42.24 | — | |
| RanLI - BiasBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Bias-only2023.12 | 87.41 | 42.75 | — | |
| RanLI - VPTBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Visual Prompt Tuning2023.12 | 86.34 | 43.1 | — | |
| RanLI - LoRABackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=LoRA2023.12 | 84.63 | 39.24 | — | |
| TWINS-ATwarmup=true2023.03 | 66.12 | 19.48 | 13.8 | |
| RanLI - Full-FTBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Full Finetuning2023.12 | 65.85 | 24.79 | — | |
| TWINS-ATwarmup=false2023.03 | 64.98 | 20.58 | 14.37 | |
| TWINS-ATBackbone=ResNet-502023.12 | 64.98 | 20.58 | — | |
| TWINS-TRADESwarmup=true2023.03 | 63.96 | 19.46 | 10.94 | |
| AutoLoRaBackbone=ResNet-502023.12 | 62.33 | 25.32 | — | |
| TWINS-TRADESwarmup=false2023.03 | 60.58 | 19.93 | 13.36 | |
| AT2023.03 | 60.09 | 19.8 | 12.3 | |
| TRADES2023.03 | 59.99 | 21.36 | 12.05 |