A Novel Parameter Initialization Technique Using RBM-NN for Human Action Recognition

Table 2

Action video datasets used in our proposed work.

Dataset	Year	Videos	Classes	Modality	Environment type
Weizmann [99]	2005	90	10	RGB	Controlled
CAVIAR [100]	2005	390	13	RGB	Controlled
UCF sports action [101]	2009	1,100	11	RGB	Uncontrolled
KTH [102]	2004	599	6	RGB	Controlled
CASIA [103]	2007	1446	8	RGB	Controlled
i3DPost [104]	2009	104	13	RGB	Controlled
JHMDB [105]	2011	316	12	RGB	Uncontrolled
UCF101 [106]	2012	13,320	101	RGB	Uncontrolled
HMDB51 [107]	2011	7000	51	RGB	Uncontrolled