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TMM
2010

Joint Compressive Video Coding and Analysis

13 years 5 months ago
Joint Compressive Video Coding and Analysis
Traditionally, video acquisition, coding and analysis have been designed and optimized as independent tasks. This has a negative impact in terms of consumed resources, as most of the raw information captured by conventional acquisition devices is discarded in the coding phase, while the analysis step only requires a few descriptors of salient video characteristics. Recent Compressive Sensing literature has partially broken this paradigm by proposing to integrate sensing and coding in a unified architecture composed by a light encoder and a more complex decoder, which exploits sparsity of the underlying signal for efficient recovery. However, a clear understanding of how to embed video analysis in this scheme is still missing. In this paper, we propose a joint compressive video coding and analysis scheme and, as a specific application example, we consider the problem of object tracking in video sequences. We show that, weaving together compressive sensing and the information computed b...
M. Cossalter, Giuseppe Valenzise, Marco Tagliasacc
Added 22 May 2011
Updated 22 May 2011
Type Journal
Year 2010
Where TMM
Authors M. Cossalter, Giuseppe Valenzise, Marco Tagliasacchi, Stefano Tubaro
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