Large Scale Video Data Mining
Large Scale Video Data Mining
In today's real world video data are ubiquitous in almost all the aspect of the society and people's life. Given the typical large scale data collections, effective and efficient mining a large scale video data collection has become a daunting challenge. In this project, we address the following issues:
- video querying and retrieval
- online real-time video target tracking
- event detection in a massive video database.
Project Personnel:
PI:
Prof. Zhongfei (Mark) Zhang(SUNY Binghamton)
Collaborators:
Prof. Weiming Hu (Chinese Academy of Sciences, China)
Prof. Toshi Kato (Chuo University, Japan)
Prof. Jun Ohya (Waseda University, Japan)
Prof. Shin'ichi Satoh (National Institute of Information, Japan)
Prof. Huimin Yu (Zhejiang University, China)
Students:
Xi Li (Chinese Academy of Sciences)
Yi Xu
Sponsors:
The work in this project is supported in part as fellowships awarded to the PI by the following foundations and the organizations:
- Chuo University, Japan
- Huang Kuan Cheng Foundation, Hongkong, China
- Japan Society of Promotion of Science, Japan
- Zhejiang University, China
Demo:
The following demos are for the developed, tensor-based online and real-time tracking capability (called tensor in the demos) in comparison with a state-of-the-art tracking method (called PCA in the demos) under several different scenarios:
- Target with an abrupt motion
- Small target with a low contrast background
The following demos are for the developed, real-time online video target detection capability under several different scenarios:
Publications:
Xi Li, Weiming Hu, Zhongfei (Mark) Zhang, Xiaoqin Zhang, and Quan Luo, Robust Visual Tracking Based on Incremental Tensor Subspace Learning, Proc. the IEEE International Conference on Computer Vision, Rio de Janeiro, Brazil, October, 2007
[pdf]
Xi Li, Weiming Hu, and Zhongfei (Mark) Zhang, Corner Detection of Contour Images Using Spectral Clustering, Proc. the 14th IEEE International Conference on Image Processing, San Antonio, TX, USA, September, 2007