Image Classification on TinyImageNet (Standard Performance)
0.1449Wall TimePDR+Krum
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PDR+KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.1449 | 25.49 | |
| PDR+KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.1454 | 24.42 | |
| PDR+KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.1526 | — | |
| PDR+KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.1531 | — | |
| PDR+KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.1571 | 25.53 | |
| PDR+KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.1601 | 25.73 | |
| PDR+KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.1714 | 26.39 | |
| PDR+BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.1947 | 37.7 | |
| PDR+MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.201 | 52.55 | |
| PDR+MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.2014 | 54.39 | |
| PDR+BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.2018 | — | |
| PDR+BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.2047 | 52.82 | |
| PDR+BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.2091 | 38.11 | |
| PDR+BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.2093 | 37.24 | |
| PDR+BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.2104 | 48.99 | |
| PDR+MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.2118 | 52.93 | |
| PDR+MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.2157 | 53.16 | |
| PDR+KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.2158 | 26.26 | |
| PDR+MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 0.2162 | 46.55 | |
| PDR+Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 0.2181 | 54.18 | |
| PDR+BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.2247 | 53.39 | |
| PDR+MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.2282 | 54 | |
| PDR+BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.2286 | 53.13 | |
| PDR+MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.2306 | 54.59 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 0.2351 | 52.97 | |
| PDR+Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 0.2419 | 52.44 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 0.2469 | 46.62 | |
| PDR+Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 0.2523 | 54.67 | |
| PDR+Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 0.2976 | — | |
| PDR+Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 0.3889 | 47.19 | |
| MCAAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 1.1558 | 54.85 | |
| MCAAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 1.1617 | 53.47 | |
| MCAAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 1.1646 | 52.52 | |
| MCAAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 1.1732 | 54.35 | |
| MCAAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 1.2468 | 53.12 | |
| PDR+Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 1.2751 | — | |
| MCAAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 1.2838 | 46.77 | |
| MCAAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 1.4947 | 54.23 | |
| Geometric MedianAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 3.074 | 47.24 | |
| Geometric MedianAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 3.0845 | 54.86 | |
| Geometric MedianAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 3.1229 | 54.26 | |
| Geometric MedianAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 3.2097 | 52.51 | |
| Geometric MedianAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 3.2103 | 53.2 | |
| Geometric MedianAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 3.6813 | — | |
| Geometric MedianAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 6.1518 | 47.21 | |
| KrumAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 8.4992 | 26.29 | |
| KrumAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 8.5014 | 25.53 | |
| KrumAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 8.5075 | 26.51 | |
| KrumAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 8.5213 | — | |
| KrumAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 8.5287 | — | |
| KrumAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 8.62 | 26.23 | |
| KrumAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 8.7762 | 27.05 | |
| BulyanAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 8.8384 | 45.41 | |
| BulyanAttack Name=LIE Attack, b=0.3, beta=0.22026.05 | 8.8412 | 43.11 | |
| BulyanAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 8.8469 | — | |
| BulyanAttack Name=Gaussian Attack, b=0.3, beta=0.22026.05 | 8.871 | 45.06 | |
| BulyanAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 9.2169 | 53.46 | |
| BulyanAttack Name=FoE Attack, b=0.1, beta=0.22026.05 | 9.2176 | 51.09 | |
| KrumAttack Name=Gaussian Attack, b=0.1, beta=0.22026.05 | 9.3925 | 26.77 | |
| BulyanAttack Name=Sign-flip Attack, b=0.1, beta=0.22026.05 | 9.5493 | 53.69 | |
| BulyanAttack Name=LIE Attack, b=0.1, beta=0.22026.05 | 9.5552 | 54.09 | |
| PDR+MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 11.8874 | — | |
| Geometric MedianAttack Name=FoE Attack, b=0.3, beta=0.22026.05 | 21.304 | — | |
| MCAAttack Name=Sign-flip Attack, b=0.3, beta=0.22026.05 | 219.7987 | — |