Digit Classification on MNIST (Computational Overhead)
17,770Additional Arithmetic OperationsProposed Protection
Evaluation Results
| Method | Links | |
|---|---|---|
| Proposed ProtectionModel=LeNet, Number of faults=12024.07 | 17,770 | |
| Proposed ProtectionModel=LeNet, Number of faults=52024.07 | 22,280 | |
| Proposed ProtectionModel=LeNet, Number of faults=102024.07 | 27,090 | |
| Static ProtectionModel=LeNet, Number of faults=12024.07 | 28,940 | |
| Proposed ProtectionModel=LeNet, Number of faults=152024.07 | 30,760 | |
| Proposed ProtectionModel=LeNet, Number of faults=202024.07 | 34,780 | |
| Static ProtectionModel=LeNet, Number of faults=52024.07 | 42,910 | |
| Uniform ProtectionModel=LeNet, Number of faults=12024.07 | 47,720 | |
| Static ProtectionModel=LeNet, Number of faults=102024.07 | 49,530 | |
| Uniform ProtectionModel=LeNet, Number of faults=52024.07 | 54,010 | |
| Static ProtectionModel=LeNet, Number of faults=152024.07 | 60,350 | |
| Uniform ProtectionModel=LeNet, Number of faults=102024.07 | 61,870 | |
| Uniform ProtectionModel=LeNet, Number of faults=152024.07 | 69,730 | |
| Static ProtectionModel=LeNet, Number of faults=202024.07 | 70,180 | |
| Uniform ProtectionModel=LeNet, Number of faults=202024.07 | 77,590 |