Deep Learning Algorithms for Detection and Classification of Gastrointestinal Diseases

Table 1

Options for configuring the training parameters for deep learning networks.

Options	GoogleNet	ResNet-50	AlexNet
Training options	Adam	Adam	Adam
Minibatch size	20	20	128
Max epochs	10	4	10
Initial learn rate	0.0003	0.0001	0.0001
Validation frequency	3	5	50
Training time	608 min 21 sec	693 min 25 sec	100 min 37 sec
Execution environment	GPU	GPU	GPU