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

Table 1

The relationship between optimizer and recognition rate in HMDB51 dataset.

Iterations	SGD	RMSPROP	Adam
10	0.356	0.298	0.399
20	0.389	0.356	0.475
30	0.432	0.467	0.538
40	0.502	0.567	0.603
50	0.524	0.628	0.699
60	0.589	0.698	0.767
70	0.614	0.756	0.838
80	0.628	0.789	0.901
90	0.723	0.805	0.923
100	0.798	0.867	0.936