Title :
A novel hyperstring based descriptor for an improved representation of motion trajectory and retrieval of similar video shots with static camera
Author :
Chattopadhyay, Chiranjoy ; Das, S.
Author_Institution :
Dept. of Comput. Sci. & Eng., Indian Inst. of Technol. Madras, Chennai, India
fDate :
Nov. 30 2012-Dec. 1 2012
Abstract :
A framework has been proposed for representing the trajectory of a moving object, using a novel hyperstring based approach for efficient retrieval of video shots. The hyperstring based model unifies both the structural and kinematic features for an improved representation of the trajectory. A Constraint-driven Adjacency Graph matching (CAGM) algorithm has been proposed to measure the similarity between a pair of query and model hyperstrings. Experiments have been performed on benchmark datasets of trajectories (one synthetic and three real-world video shots), to assess the performance (using Precision-Recall metric) of the proposed model. Results have been compared with two similar published works on video retrieval using trajectories, to demonstrate the superiority of our proposed framework.
Keywords :
cameras; feature extraction; graph theory; image matching; image motion analysis; image representation; video retrieval; CAGM algorithm; constraint-driven adjacency graph matching algorithm; hyperstring based descriptor; kinematic features; model hyperstrings; motion trajectory representation; moving object trajectory representation; precision-recall metric; query pair; real-world video shots; similar video shot retrieval; static camera; structural features; synthetic video shots; Cameras; Computational modeling; Databases; Feature extraction; Kinematics; Motion segmentation; Trajectory;
Conference_Titel :
Emerging Applications of Information Technology (EAIT), 2012 Third International Conference on
Conference_Location :
Kolkata
Print_ISBN :
978-1-4673-1828-0
DOI :
10.1109/EAIT.2012.6407889