Comparative Analysis of Skin Cancer (Benign vs. Malignant) Detection Using Convolutional Neural Networks

Table 11

A comparative analysis among convolutional neural network models.

Model name	Layer numbers	Parameters	Train loss	Test loss	Highest accuracy (%)	Best accuracy among models (%)
SVM	2				83.48	93.18
Sequential 1	15	1,371,241	0.4578	0.5695	74.24
Sequential 2	13	1,755,129	0.4249	0.4549	77.00
Sequential 3	13	5,614,465	0.1535	0.4235	84.09
ResNet50	60	24,959,754	0.2359	0.4305	84.39
VGG16	16	134,264,641	0.2603	0.1716	93.18