Road Surface State Recognition Based on SVM Optimization and Image Segmentation Processing

Table 2

The road surface condition classification model.

Number of training samples	Parameters optimization time consuming (s)	Optimal	Training accuracy
2000	Grid algorithm 2.6482	Grid algorithm	Grid optimization model 90.97%
	PSO algorithm 0.6848	PSO algorithm	PSO optimization model 99.12%