Adversarial Image Quality Assessment on ImageNet (test)
27.82PSNRANDA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ANDASurrogate=VGG-162026.03 | 27.82 | 78.91 | 0.2493 | 96.12 | |
| ANDASurrogate=ResNet-1522026.03 | 27.49 | 77.63 | 0.268 | 100.69 | |
| ANDASurrogate=ResNet-502026.03 | 27.02 | 75.86 | 0.2848 | 99.99 | |
| MFAASurrogate=ResNet-502026.03 | 27 | 76.09 | 0.27 | 106.03 | |
| P2FASurrogate=ResNet-502026.03 | 26.92 | 76.48 | 0.2315 | 121.09 | |
| MFAASurrogate=ResNet-1522026.03 | 26.89 | 75.87 | 0.285 | 92.89 | |
| BFASurrogate=ResNet-502026.03 | 26.88 | 75.85 | 0.271 | 111.18 | |
| BFASurrogate=ResNet-1522026.03 | 26.82 | 75.78 | 0.28 | 103.68 | |
| BFASurrogate=VGG-162026.03 | 26.64 | 75.69 | 0.2858 | 136.55 | |
| P2FASurrogate=ResNet-1522026.03 | 26.61 | 75.75 | 0.2562 | 121.92 | |
| P2FASurrogate=VGG-162026.03 | 26.12 | 74.18 | 0.2622 | 138.83 | |
| GI-FGSMSurrogate=VGG-162026.03 | 26.01 | 72.6 | 0.3177 | 100.57 | |
| GI-FGSMSurrogate=ResNet-502026.03 | 25.86 | 71.8 | 0.3227 | 95.84 | |
| GI-FGSMSurrogate=ResNet-1522026.03 | 25.83 | 71.78 | 0.3361 | 99.96 | |
| MFAASurrogate=VGG-162026.03 | 25.58 | 71.83 | 0.3211 | 130.76 | |
| ILPDSurrogate=ResNet-502026.03 | 25.01 | 69.45 | 0.3024 | 114.74 | |
| ILPDSurrogate=ResNet-1522026.03 | 24.94 | 69.3 | 0.3174 | 115.54 | |
| ILPDSurrogate=VGG-162026.03 | 24.89 | 69.49 | 0.3045 | 138.27 | |
| DiffAttackSurrogate=ResNet-502026.03 | 23.31 | 75.68 | 0.124 | 48.96 | |
| DiffAttackSurrogate=ResNet-1522026.03 | 23.09 | 75.1 | 0.1307 | 51.72 | |
| DiffAttackSurrogate=VGG-162026.03 | 22.64 | 73.97 | 0.145 | 57.65 | |
| LTASurrogate=ResNet-502026.03 | 22.26 | 74.15 | 0.2346 | 96.91 | |
| LTASurrogate=ResNet-1522026.03 | 21.99 | 73.51 | 0.238 | 100.32 | |
| LTASurrogate=VGG-162026.03 | 18.75 | 61.83 | 0.32 | 98.95 |