Title :
Video storyboard design using Delaunay graphs
Author :
Chowdhury, Ananda S. ; Kuanar, Sanjay K. ; Panda, Reena ; Das, M.N.
Author_Institution :
Dept. of Electron. & Telecommun. Eng., Jadavpur Univ., Kolkata, India
Abstract :
Design of video storyboards has emerged as a popular research area in the multimedia community. Different pattern clustering techniques are applied to extract the key frames from a video sequence to form a storyboard. In this paper, we propose an automatic method for the selection of key frames of a video sequence using Delaunay graphs. We prune certain edges from the Delaunay graph using an iterative strategy where overall reduction in the global standard deviation of edge lengths is maximized. Resulting connected components in the graph correspond to the separate clusters. The proposed algorithm also utilizes edge information in addition to the color histogram information to achieve semantic dependency between different video frames. Performance of our algorithm is evaluated using Fidelity, Shot Reconstruction Degree and Compression Ratio. Experiments on standard video datasets indicate the supremacy of the proposed method over a previous Delaunay clustering-based key frame extraction algorithm.
Keywords :
graph theory; image sequences; iterative methods; mesh generation; pattern clustering; video signal processing; Delaunay graphs; automatic method; color histogram information; compression ratio; connected components; edge information; edge lengths; fidelity; global standard deviation; iterative strategy; key frame extraction; multimedia community; overall reduction; pattern clustering techniques; semantic dependency; shot reconstruction degree; standard video datasets; video frames; video sequence; video storyboard design; Clustering algorithms; Histograms; Image edge detection; Standards; Streaming media; Vectors; Video sequences; Delaunay graph; Edge pruning; Global standard deviation reduction; Video storyboard;
Conference_Titel :
Pattern Recognition (ICPR), 2012 21st International Conference on
Conference_Location :
Tsukuba
Print_ISBN :
978-1-4673-2216-4