Deep Learning-Based Football Player Detection in Videos

Table 2

Comparison of our model with literature models in terms of average precision (AP) of player detection, number of training parameters, and frames per second.

Model	ISSIA-CNR average precision	Soccer player detection average precision	Training parameters (k)	Frames per second	Reference
Faster R-CNN	0.874	0.928	25 600	8	[25]
FootAndBall	0.889	0.834	137	39	[26]
This work	0.915	0.932	238	38	NA