An LSTM with Differential Structure and Its Application in Action Recognition

Table 2

The accuracy comparison of various deep learning algorithms on UCF-101 and HMDB-51 datasets.

		UCF-101 (%)	HMBD-51 (%)
Two-stream convolutional network [37]		73.00	40.50
LRCN	Basic LSTM	71.15	39.99
	1st D LSTM	79.88	41.34
	2nd D LSTM	73.42	41.44
	Double 1st D LSTM	71.99	42.24
	1st + 2nd D LSTM	72.67	43.30
	LSTM + attention	72.40	41.50
	BiLSTM [31]	70.00	39.81