A schematic of the network topology is given in the top diagram of Fig. 3.
Task | Network | Mean relative error | Relative error SD | Iteration time*, Tesla K40 (s) |
Distance distribution recovery | In-(256)2-Out | 0.090 | 0.231 | 0.32 |
In-(256)3-Out | 0.077 | 0.208 | 0.44 | |
In-(256)4-Out | 0.070 | 0.195 | 0.74 | |
In-(256)5-Out | 0.069 | 0.194 | 0.99 | |
In-(256)6-Out | 0.069 | 0.192 | 1.19 | |
Form factor recovery | In-(256)2-Out | 0.0065 | 0.0143 | 0.31 |
In-(256)3-Out | 0.0042 | 0.0094 | 0.51 | |
In-(256)4-Out | 0.0037 | 0.0084 | 0.75 | |
In-(256)5-Out | 0.0034 | 0.0080 | 0.98 | |
In-(256)6-Out | 0.0034 | 0.0080 | 1.18 |
*Using a database with 100,000 DEER traces generated as described under “Training database generation” section.