Table 5: Accuracies and training time in different network structures. The values inside parenthesis denote batch size, number of iterations, and training layers.

Network topologyAccuracyTime (min:sec)

ResNet (16, 4992, 1-“fc”)96.43%59min 30sec
ResNet (16, 4992, 37-“fc”)97.2844min 13sec
ResNet (16, 4992, 79-“fc”)96.43%37min 27sec
ResNet (16, 4992, 111-“fc”)95.75%30min 6sec
ResNet (16, 4992, 141-“fc”)95.32%24min 15sec
ResNet (16, 4992, 163-“fc”)92.69%19min 31sec

ResNet (16, 9984, 1-“fc”)96.94%118min 32sec
ResNet (16, 9984, 37-“fc”)97.0292min 53sec
ResNet (16, 9984, 79-“fc”)96.77%72min 23sec
ResNet (16, 9984, 111-“fc”)96.26%58min 40sec
ResNet (16, 9984, 141-“fc”)95.75%47min 22sec
ResNet (16, 9984, 163-“fc”)93.96%39min 32sec