Human interaction recognition through two-phase sparse coding

B. Zhang; N. Conci; Francesco G. B. De Natale

doi:10.1117/12.2041206

5 March 2014 Human interaction recognition through two-phase sparse coding

B. Zhang, N. Conci, Francesco G. B. De Natale

Proceedings Volume 9026, Video Surveillance and Transportation Imaging Applications 2014; 90260F (2014) https://doi.org/10.1117/12.2041206
Event: IS&T/SPIE Electronic Imaging, 2014, San Francisco, California, United States

Abstract

In this paper, we propose a novel method to recognize two-person interactions through a two-phase sparse coding approach. In the first phase, we adopt the non-negative sparse coding on the spatio-temporal interest points (STIPs) extracted from videos, and then construct the feature vector for each video by sum-pooling and l₂-normalization. At the second stage, we apply the label-consistent KSVD (LC-KSVD) algorithm on the video feature vectors to train a new dictionary. The algorithm has been validated on the TV human interaction dataset, and the experimental results show that the classification performance is considerably improved compared with the standard bag-of-words approach and the single layer non-negative sparse coding.

Citation Download Citation

B. Zhang, N. Conci, and Francesco G. B. De Natale "Human interaction recognition through two-phase sparse coding", Proc. SPIE 9026, Video Surveillance and Transportation Imaging Applications 2014, 90260F (5 March 2014); https://doi.org/10.1117/12.2041206

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KEYWORDS

Video

Associative arrays

Video coding

Video surveillance

Visualization

Chemical species

Detection and tracking algorithms

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