Can Deep Learning Identify Tomato Leaf Disease?

Table 5

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

Network topology	Accuracy	Time (min:sec)
ResNet (16, 4992, 1-“fc”)	96.43%	59min 30sec
ResNet (16, 4992, 37-“fc”)	97.28	44min 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”)	97.02	92min 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