Deep learning for component fault detection in electricity transmission lines

Journal of Big Data

Table 5 Assessment of SSD Rest101, SSD Rest50, and SSD MobNet on the test dataset

Models	ETPN classes	Precision	Recall	F1-score	Avg F1	mAP	Models
SSD Rest101	Broken insulator	98.33	78.67	87.41	81.93	88.7	SSD Rest101
	Missing insulator	100	67.34	80.49			SSD Rest101
	Missing knob	96.51	58.45	72.8			SSD Rest101
	Rusty clamp	98.27	78.08	87.02			SSD Rest101
SSD Rest50	Broken insulator	100	72	83.72	82.54	89.61	SSD Rest50
	Missing insulator	100	57.14	72.73			SSD Rest50
	Missing knob	97.22	73.94	84			SSD Rest50
	Rusty clamp	96.82	83.56	89.71			SSD Rest50
SSD MobNet	Broken insulator	100	68	80.95	76.8825	82.98	SSD MobNet
	Missing insulator	95.83	46.93	63.01			SSD MobNet
	Missing knob	95.83	65.24	77.64			SSD MobNet
	Rusty clamp	93.55	79.45	85.93			SSD MobNet