Abnormal Event Detection in Videos Based on Deep Neural Networks

Table 3

Running time comparison on the UCSD Ped1 dataset.

Method type	Computing platform	CPU (GHz)	GPU	RAM (GB)	Detection speed (fps)
Proposed	Python 3.7+Tensorflow1.7	3.7	NVIDIA GTX 1070Ti	16	571
Method 1	—	3.0	—	2.0	0.04
Method 2	MATLAB 2012	3.4	—	8.0	143.5
Method 3	MATLAB 2015	3.5	—	16	120
Method 4	MATLAB 2015	2.1	Nvidia quadro K4000	32	0.11