Intelligent Image Recognition System for Marine Fouling Using Softmax Transfer Learning and Deep Convolutional Neural Networks

Table 6

CNN models training results.

Data	Number of images	Training images	Validating images	Model name	Epochs	Batch size	Loss	Accuracy	Val_ loss	Val_acc
Dataset 1	1423	997	426	CNN_Model.h1	100	96	0.0166	0.9354	0.0803	0.6879
				CNN_Model.h2	75		0.0278	0.8864	0.0743	0.6848
				CNN_Model.h3	50		0.0475	0.8062	0.0902	0.6303
				CNN_Model.h4	25		0.0669	0.7206	0.0673	0.7091
Dataset 2	582	402	180	CNN_Model.h5	100	96	0.0191	0.9225	0.1046	0.6250
				CNN_Model.h6	75		0.0242	0.9182	0.1041	0.6250
				CNN_Model.h7	50		0.0302	0.8916	0.0670	0.6771
				CNN_Model.h8	25		0.0617	0.7351	0.0836	0.6146