Constant density displays using diversity sampling

The Informedia Digital Video Library user interface summarizes query results with a collage of representative keyframes. We present a user study in which keyframe occlusion caused difficulties. To use the screen space most efficiently to display images, both occlusion and wasted whitespace should be minimized. Thus optimal choices will tend toward constant density displays. However, previous constant density algorithms are based on global density, which leads to occlusion and empty space if the density is not uniform. We introduce an algorithm that considers the layout of individual objects and avoids occlusion altogether. Efficiency concerns are important for dynamic summaries of the Informedia Digital Video Library, which has hundreds of thousands of shots. Posting multiple queries that take into account parameters of the visualization as well as the original query reduces the amount of work required. This greedy algorithm is then compared to an optimal one. The approach is also applicable to visualizations containing complex graphical objects other than images, such as text, icons, or trees.

[1]  Proceedings of the IEEE Symposium on Information Visualization 1996, InfoVis '96, San Francisco, CA, USA, October 28-29, 1996 , 1996, IEEE Information Visualization Conference.

[2]  A. Treisman,et al.  Perceiving visually presented objets: recognition, awareness, and modularity , 1998, Current Opinion in Neurobiology.

[3]  Dexuan Xie,et al.  Principal component analysis combined with truncated-Newton minimization for dimensionality reduction of chemical databases , 2003, Math. Program..

[4]  Michael G. Christel,et al.  Enhanced access to digital video through visually rich interfaces , 2003, 2003 International Conference on Multimedia and Expo. ICME '03. Proceedings (Cat. No.03TH8698).

[5]  Steven F. Roth,et al.  Toward an information visualization workspace: combining multiple means of expression , 1997 .

[6]  Howard D. Wactlar,et al.  Multi-Document Summarization and Visualization in the Informedia Digital Video Library , 2001 .

[7]  Christopher Williamson,et al.  Dynamic queries for information exploration: an implementation and evaluation , 1992, CHI.

[8]  Shingo Uchihashi,et al.  An interactive comic book presentation for exploring video , 2000, CHI.

[9]  Paul Whitney,et al.  Multi-faceted insight through interoperable visual information analysis paradigms , 1998, Proceedings IEEE Symposium on Information Visualization (Cat. No.98TB100258).

[10]  Tobun Dorbin Ng,et al.  Collages as dynamic summaries for news video , 2002, MULTIMEDIA '02.

[11]  Sabine Timpf,et al.  Cartographic objects in a multi-scale data structure , 1997 .

[12]  Robert E. Tarjan,et al.  Data structures and network algorithms , 1983, CBMS-NSF regional conference series in applied mathematics.

[13]  Michael G. Christel,et al.  The effect of text in storyboards for video navigation , 2001, 2001 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.01CH37221).

[14]  Michael Stonebraker,et al.  Constant density visualizations of non-uniform distributions of data , 1998, UIST '98.

[15]  Stephen W. Smoliar,et al.  Video parsing and browsing using compressed data , 1995, Multimedia Tools and Applications.

[16]  Alan J. Dix,et al.  by chance enhancing interaction with large data sets through statistical sampling , 2002, AVI '02.

[17]  Ben Shneiderman,et al.  Visualization methods for personal photo collections: browsing and searching in the PhotoFinder , 2000, 2000 IEEE International Conference on Multimedia and Expo. ICME2000. Proceedings. Latest Advances in the Fast Changing World of Multimedia (Cat. No.00TH8532).