Research Article
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 |
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