An Efficient Traffic Incident Detection and Classification Framework by Leveraging the Efficacy of Model Stacking

Table 1

Summary of accident detection systems.

Ref #	ML technique	Parameters relevant to							MFC
		Accident	Driver	Vehicle	Road	Weather	Detector	Speed
[18]	Unsupervised	✗	✗	✓	✗	✗	✗	✓	✓
[21]	Supervised	✓	✓	✗	✓	✓	✗	✗	✗
[22]	Supervised	✗	✗	✓	✗	✗	✗	✗	✗
[23]	Supervised	✓	✓	✓	✗	✓	✗	✗	✓
[24]	Supervised	✗	✗	✓	✗	✗	✗	✗	✗
[25]	Semisupervised	✓	✗	✗	✗	✗	✗	✗	✗
[26]	Supervised	✗	✗	✗	✗	✗	✓	✗	✗
[27]	Supervised	✗	✓	✓	✗	✗	✗	✓	✗
[28]	Supervised	✓	✗	✗	✓	✗	✗	✗	✗