Study of Human Motion Recognition Algorithm Based on Multichannel 3D Convolutional Neural Network

Table 2

The relationship between optimizer and recognition rate in UCF-101 dataset.

Iterations	SGD	RMSPROP	Adam
10	0.316	0.198	0.379
20	0.389	0.256	0.445
30	0.412	0.367	0.518
40	0.532	0.467	0.593
50	0.564	0.528	0.639
60	0.589	0.698	0.717
70	0.614	0.756	0.778
80	0.698	0.779	0.801
90	0.763	0.835	0.863
100	0.838	0.867	0.916