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

Table 7

CNN models test results.

Data	Model name	Epochs	Batch size	Acorn barnacles	Gooseneck barnacle	Algae	Tunicate	Zebra mussel	Accuracy
Dataset 1	CNN_Model.h1	100	96	6/10	10/10	10/10	9/10	9/10	89%
	CNN_Model.h2	75		8/10	10/10	9/10	9/10	6/10	87%
	CNN_Model.h3	50		10/10	6/10	8/10	7/10	6/10	69%
	CNN_Model.h4	25		8/10	7/10	8/10	9/10	1/10	67%
Dataset 2	CNN_Model.h5	100	96	4/10	8/10	7/10	10/10	4/10	72%
	CNN_Model.h6	75		8/10	6/10	8/10	10/10	3/10	69%
	CNN_Model.h7	50		9/10	6/10	8/10	9/10	6/10	78%
	CNN_Model.h8	25		9/10	2/10	9/10	9/10	3/10	67%