Image Reconstruction on STL (test)
0.0002MSECRHN
Evaluation Results
| Method | Links | |
|---|---|---|
| CRHNMemory Size=50, Attack=FFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0002 | |
| CRHNMemory Size=100, Attack=FFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0005 | |
| CRHNMemory Size=100, Attack=FGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.005 | |
| CRHNMemory Size=100, Attack=BIM, Perturbation Budget (ϵ)=0.62026.06 | 0.0056 | |
| CRHNMemory Size=100, Attack=PGD, Perturbation Budget (ϵ)=0.62026.06 | 0.0064 | |
| CRHNMemory Size=100, Attack=EOTPGD, Perturbation Budget (ϵ)=0.62026.06 | 0.0068 | |
| CRHNMemory Size=100, Attack=MIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0085 | |
| CRHNMemory Size=100, Attack=NIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0099 | |
| CRHNMemory Size=50, Attack=PGD, Perturbation Budget (ϵ)=0.62026.06 | 0.0206 | |
| CRHNMemory Size=100, Attack=DIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0214 | |
| CRHNMemory Size=50, Attack=EOTPGD, Perturbation Budget (ϵ)=0.62026.06 | 0.026 | |
| CRHNMemory Size=50, Attack=FGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0337 | |
| CRHNMemory Size=50, Attack=MIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0362 | |
| CRHNMemory Size=50, Attack=BIM, Perturbation Budget (ϵ)=0.62026.06 | 0.0382 | |
| CRHNMemory Size=50, Attack=NIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0416 | |
| CRHNMemory Size=50, Attack=DIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0454 | |
| MHNMemory Size=50, Attack=FFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0559 | |
| MHNMemory Size=100, Attack=FFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0619 | |
| PCNMemory Size=50, Attack=FFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0786 | |
| PCNMemory Size=100, Attack=FFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0815 | |
| MHNMemory Size=100, Attack=FGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.0962 | |
| PCNMemory Size=100, Attack=FGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1123 | |
| MHNMemory Size=50, Attack=PGD, Perturbation Budget (ϵ)=0.62026.06 | 0.1163 | |
| PCNMemory Size=50, Attack=FGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.117 | |
| MHNMemory Size=50, Attack=EOTPGD, Perturbation Budget (ϵ)=0.62026.06 | 0.1171 | |
| MHNMemory Size=50, Attack=FGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1242 | |
| PCNMemory Size=50, Attack=PGD, Perturbation Budget (ϵ)=0.62026.06 | 0.125 | |
| MHNMemory Size=100, Attack=PGD, Perturbation Budget (ϵ)=0.62026.06 | 0.1254 | |
| PCNMemory Size=50, Attack=EOTPGD, Perturbation Budget (ϵ)=0.62026.06 | 0.1266 | |
| MHNMemory Size=100, Attack=EOTPGD, Perturbation Budget (ϵ)=0.62026.06 | 0.1298 | |
| PCNMemory Size=100, Attack=EOTPGD, Perturbation Budget (ϵ)=0.62026.06 | 0.13 | |
| PCNMemory Size=100, Attack=PGD, Perturbation Budget (ϵ)=0.62026.06 | 0.1302 | |
| PCNMemory Size=100, Attack=MIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1315 | |
| PCNMemory Size=100, Attack=BIM, Perturbation Budget (ϵ)=0.62026.06 | 0.132 | |
| PCNMemory Size=50, Attack=MIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1326 | |
| PCNMemory Size=50, Attack=BIM, Perturbation Budget (ϵ)=0.62026.06 | 0.1326 | |
| MHNMemory Size=100, Attack=MIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1337 | |
| MHNMemory Size=100, Attack=BIM, Perturbation Budget (ϵ)=0.62026.06 | 0.134 | |
| PCNMemory Size=100, Attack=NIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1363 | |
| PCNMemory Size=50, Attack=NIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1398 | |
| MHNMemory Size=100, Attack=NIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.141 | |
| MHNMemory Size=50, Attack=MIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.143 | |
| MHNMemory Size=50, Attack=BIM, Perturbation Budget (ϵ)=0.62026.06 | 0.1431 | |
| MHNMemory Size=50, Attack=NIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1449 | |
| PCNMemory Size=50, Attack=DIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1509 | |
| PCNMemory Size=100, Attack=DIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1582 | |
| MHNMemory Size=50, Attack=DIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1633 | |
| MHNMemory Size=100, Attack=DIFGSM, Perturbation Budget (ϵ)=0.62026.06 | 0.1744 |