Title :
Real time trajectory search in video summarization using direct distance transform
Author :
Cooharojananone, Nagul ; Kasamwattanarote, Siriwat ; Satoh, Shin´ichi ; Lipikorn, Rajalida
Author_Institution :
Dept. of Math., Chulalongkorn Univ., Bangkok, Thailand
Abstract :
Searching for human trajectories in a summarized video is a way of analyzing such video within a smaller group of human moving along the same path. We propose a real time novel method for similarity search for human trajectories using a distance transform of each extracted human tunnel. We integrate this method with our previous work, Real Time Tunnel Based Video Summarization using Direct Shift Collision Detection (DSCD), which provides the human tunnels with trajectory information for being analyzed. The algorithm first creates a distance transform from provided trajectory information. A model of trajectory for screening irrelevant tunnels out of the summarized video is then used as a query. An efficient technique as in DSCD is used for calculating a direct distance transform (DDT). Then a similarity between trajectory model and human trajectories are ranked. The advantage of linear time complexity of both DSCD and distance transform gives us a real time search results while more relevant summarization output can be obtained.
Keywords :
real-time systems; video signal processing; video surveillance; direct distance transform; direct shift collision detection; human trajectories; human tunnels; real time trajectory search; real time tunnel based video summarization; Complexity theory; Humans; Real time systems; Streaming media; Surveillance; Trajectory; Transforms; Direct Shift Collision Detection; Distance Transform; Film Map generation; HOG; Just-in-Time renderer; Object tracking; Tunnel processing; Video summarization;
Conference_Titel :
Signal Processing (ICSP), 2010 IEEE 10th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-5897-4
DOI :
10.1109/ICOSP.2010.5655723