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Content Provider | IEEE Xplore Digital Library |
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Author | Li-Wei Kang Chun-Shien Lu |
Copyright Year | 2009 |
Description | Author affiliation: Institute of Information Science, Academia Sinica, Taipei 115, Taiwan, ROC (Li-Wei Kang; Chun-Shien Lu) |
Abstract | Low-complexity video encoding has been applicable to several emerging applications. Recently, distributed video coding (DVC) has been proposed to reduce encoding complexity to the order of that for still image encoding. In addition, compressive sensing (CS) has been applicable to directly capture compressed image data efficiently. In this paper, by integrating the respective characteristics of DVC and CS, a distributed compressive video sensing (DCVS) framework is proposed to simultaneously capture and compress video data, where almost all computation burdens can be shifted to the decoder, resulting in a very low-complexity encoder. At the decoder, compressed video can be efficiently reconstructed using the modified GPSR (gradient projection for sparse reconstruction) algorithm. With the assistance of the proposed initialization and stopping criteria for GRSR, derived from statistical dependencies among successive video frames, our modified GPSR algorithm can terminate faster and reconstruct better video quality. The performance of our DCVS method is demonstrated via simulations to outperform three known CS reconstruction algorithms. |
Starting Page | 1169 |
Ending Page | 1172 |
File Size | 249839 |
Page Count | 4 |
File Format | |
ISBN | 9781424423538 |
ISSN | 15206149 |
DOI | 10.1109/ICASSP.2009.4959797 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2009-04-19 |
Publisher Place | Taiwan |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Video compression Image coding Decoding Image reconstruction Video coding Videoconference Encoding Reconstruction algorithms Discrete wavelet transforms Wireless sensor networks distributed video coding compressive video sensing (distributed) compressive sampling/sensing |
Content Type | Text |
Resource Type | Article |
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