Table 5 Optima performances by CPSOTJUTT (Tier-2, starting from the best tier-1 LOS (#1, according to the test error)) on the CIFAR-10 dataset
From: Automatic DNN architecture design using CPSOTJUTT for power system inspection
Optimal index | Train error (%) | Test error (%) | Distance to Tier-0 |
|---|---|---|---|
Tier-1(#1) | 1.77 | 2.13 | 0 |
Tier-0(ep 300) | 1.46 | 2.1 | 7.3686 |
Tier-2 (#1) | 1.28 | 1.85 | 7.8153 |
Tier-2 (#2) | 1.23 | 1.87 | 8.3939 |
Tier-2 (#3) | 1.20 | 1.71 | 9.0559 |
Tier-2 (#4) | 1.17 | 1.79 | 6.5511 |
Tier-2 (#5) | 1.16 | 1.77 | 8.2235 |
Tier-2 (#6) | 1.26 | 1.75 | 8.8999 |
Tier-2 (#7) | 1.19 | 1.95 | 10.0292 |
Tier-2 (#8) | 1.17 | 1.83 | 7.7495 |
Tier-2 (#9) | 1.24 | 1.74 | 9.2371 |
Tier-2 (#10) | 1.22 | 1.89 | 8.4207 |