Deep Convolutional Generative Adversarial Network and Convolutional Neural Network for Smoke Detection

Table 5

Experimental comparison results.

Deep CNNs	Set1			Set2
	DR (%)	AR (%)	FAR (%)	DR (%)	AR (%)	FAR (%)
VGG16	96.19	97.48	0.60	95.05	97.48	0.48
AlexNet	93.28	97.18	0.26	96.03	97.01	0.32
ZF-Net	93.66	96.82	1.08	93.60	96.68	0.73
DNCNN [14]	97.83	95.28	0.48	96.36	96.08	0.48
DCG-CNN	95.72	97.65	0.32	96.65	98.02	0.24