Controlling Embedded Systems Remotely via Internet-of-Things Based on Emotional Recognition

Table 3

HOG and SVM optimized parameters for training and testing with the SMO.

Exp. No.	HOG-CS	HOG-bs	Image size	Feature length/image	Training time	Testing time	Accuracy	ConMat
1	7	2	100	2808	97.74	4.0	87.80	800	119
								125	956
2	9	2	100	1440	92.01	2.5	88.45	808	111
								120	961
3	11	2	100	864	3.32	0.5	88.60	809	110
								118	963
4	13	2	100	432	3.2	0.5	87.70	801	118
								128	953
5	15	2	100	360	2.95	0.3	88.10	806	113
								125	956