Abstract
From video streaming to security and surveillance applications , video data play an important role in our daily living today. However, managing a large amount of video data and retrieving the most useful information for the user remain a challenging task. In this paper, we propose a novel video classification system that would benefit the scene understanding task. We define our classification problem as classifying background and foreground motions using the same feature representation for outdoor scenes. This means that the feature representation needs to be robust enough and adaptable to different classification tasks. We propose a lightweight Loss Switching Fusion Network (LSFNet) for the fusion of spatiotemporal descriptors and a similarity search scheme with soft voting to boost the classification performance. The proposed system has a variety of potential applications such as content-based video clustering, video filtering, etc. Evaluation results on two private industry datasets show that our system is robust in both classifying different background motions and detecting human motions from these background motions.
Original language | English |
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Title of host publication | 2019 IEEE International Conference on Image Processing (ICIP) |
Place of Publication | Taiwan |
Publisher | IEEE, Institute of Electrical and Electronics Engineers |
Pages | 974-978 |
Number of pages | 5 |
ISBN (Electronic) | 978-1-5386-6249-6 |
DOIs | |
Publication status | Published - Sept 2019 |
Event | 2019 IEEE International Conference on Image Processing - Taipai, Taiwan, Province of China Duration: 22 Sept 2019 → 25 Sept 2019 Conference number: 26th http://2019.ieeeicip.org/ |
Conference
Conference | 2019 IEEE International Conference on Image Processing |
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Abbreviated title | ICIP 2019 |
Country/Territory | Taiwan, Province of China |
City | Taipai |
Period | 22/09/19 → 25/09/19 |
Other | The 26th IEEE International Conference on Image Processing (ICIP) will be held in Taipei International Convention Center, Taipei, Taiwan, on September 22-25. ICIP is the world’s largest and most comprehensive technical conference focused on image and video processing and computer vision, the conference will feature world-class speakers, tutorials, exhibits and innovative programs that include grand challenges, prominent industry talks, showcases, etc. |
Internet address |