Browse > Article
http://dx.doi.org/10.9723/jksiis.2017.22.2.027

Reconstructed Iimage Quality Improvement of Distributed Compressive Video Sensing Using Temporal Correlation  

Ryu, Joong-seon (한밭대학교 멀티미디어공학과)
Kim, Jin-soo (한밭대학교 정보통신공학과)
Publication Information
Journal of Korea Society of Industrial Information Systems / v.22, no.2, 2017 , pp. 27-34 More about this Journal
Abstract
For The Purpose of Pursuing the Simplest Sampling, a Motion Compensated Block Compressed Sensing with Smoothed Projected Landweber (MC-BCS-SPL) has been Studied for an Effective Scheme of Distributed Compressive Video Sensing with all Compressed Sensing (CS) Frames. However, Conventional MC-BCS-SPL Scheme is Very Simple and so it Does not Provide Good Visual Qualities in Reconstructed Wyner-Ziv (WZ) Frames. In this Paper, the Conventional Scheme of MC-BCS-SPL is Modified to Provide Better Visual Qualities in WZ Frames. That is, the Proposed Agorithm is Designed in such a way that the Reference Frame may be Adaptively Selected Based on the Temporal Correlation Between Successive Frames. Several Experimental Results show that the Proposed Algorithm Provides Better Visual Qualities than Conventional Algorithm.
Keywords
Compressed Sensing; Distributed Compressed Video Sensing; BCS-SPL; Temporal Correlation;
Citations & Related Records
Times Cited By KSCI : 6  (Citation Analysis)
연도 인용수 순위
1 SlepianD. and Wolf J., "Noiseless Coding of Correlated Information Sources," in Proceedings of IEEE Trans. on Information Theory 19, pp. 471-480, July 1973.   DOI
2 Girod B., Aaron A., Rane S., and Rebollo-Monedero D., "Distributed Video Coding," in Proceedings of IEEE Special Issue On Advance In Video Coding And Delivery, Vol. 93, pp. 71-83, June 2005.
3 Do T., Chen Y., Nguyen D. T., Nguyen N., Gan L., and Tran T. D., "Distributed Compressed Video Sensing," in Proceedings of the International Conference on Image Processing, Cairoa, Egypt, pp. 1393-1396, November 2009.
4 Donoho D. L., "Compressed Sensing," IEEE Transactions on Information Theory, Vol. 52, No.4, pp. 1289-1306, Apr. 2006.   DOI
5 Jeon B., "Compressed Sensing and Image Processing Application," Proceedings of The Magazine of the The Institute of Electronics and Information Engineers, Vol. 41, No.6, pp. 27-38, June. 2014.
6 Mun S. and Fowler J. E., "Block Compressed Sensing of Images Using Directional Transforms," in Proceedings of IEEE International Conference on Image Processing, USA, pp. 3021-3024, 2009.
7 Mun S. and Flower J. E., "Residual Reconstruction for Block-based Compressed Sensing of Video," in Proceedings of Data Compression Conference, pp. 183-192, March 2011.
8 Nguyen Q. H., Dinh K. Q., Nguyen V. A., Trinh C. V., Park Y. H., Jeon B. W.. "A Skip-mode Coding for Distributed Compressive Video Sensing," Journal of Broadcast Engineering, Vol. 19, No.2. pp 257-267, March. 2014.   DOI
9 Gan L., "Block Compressed Sensing of Natural Images," Proceedings of the International Conference on Digital Signal Processing, Cardiff, UK, pp. 403-406, July. 2007.
10 Fowler J. E., Mun S., and Tramel E. W., "Multiscale Block Compressed Sensing with Smoothed Projected Landweber Reconstruction," in Proceedings of 19th European Signal Processing Conference, Aug 2011, pp. 564-568.
11 Park Y., Shin H., Jeon B., "Convergence Complexity Reduction for Block-Based Compressive Sensing Reconstruction," Journal of The Korean Society of Broadcast Engineering, Vol. 19, No.2, pp. 240-249, Mar. 2014.   DOI
12 Ryu J. S. and Kim J. S. "Performance Comparison of BCS-SPL Techniques Against a Variety of Restoring Block Sizes," Journal of the Korea Industrial Information System Society, Vol. 21, No.1, pp. 21-28, 2016.
13 Kim J. and Lee B., "Wave Information Retrieval Algorithm Based on Iterative Refinement," Journal of the Korea Industrial Information System Society, Vol. 21, No.1, pp.7-15, 2016.
14 Kwon S. and Lee D., "Recognition Method of Multiple Objects for Virtual Touch Using Depth Information," Journal of the Korea Industrial Information System Society, Vo1. 21, No.1, pp.27-34, 2016.   DOI
15 Kim J., "The Decoding Approaches of Genetic Algorithm for Job Shop Scheduling Problem," The Journal of Information Systems, Vol. 25, No.2, 2016, pp.105-117
16 Han H., Chung N., Koo C., "Utilizing Smart Technologies to Enhance Tourists' Experiences at the Exhibition : A Case of Near Field Communication," The Journal of Internet Electronic Commerce Research, Vol. 16, No.5, 2016, pp.1-19.   DOI