A schematic of the network topology is given in the middle diagram of Fig. 3.
Network | Mean relative error | Relative error SD | Iteration time*, Tesla K40 (s) |
In-256-32-256-Out | 0.095 | 0.230 | 0.25 |
In-256-64-256-Out | 0.086 | 0.217 | 0.29 |
In-256-128-256-Out | 0.084 | 0.217 | 0.39 |
In-256-256-256-Out | 0.077 | 0.208 | 0.51 |
In-(256)2-32-(256)2-Out | 0.090 | 0.210 | 0.61 |
In-(256)2-64-(256)2-Out | 0.074 | 0.201 | 0.65 |
In-(256)2-128-(256)2-Out | 0.073 | 0.200 | 0.83 |
In-(256)2-256-(256)2-Out | 0.069 | 0.194 | 0.99 |
*Using a database with 100,000 DEER traces generated as described under “Training database generation” section.