Adaptive temporal compressive sensing for video


Autoria(s): Yuan, X; Yang, J; Llull, P; Liao, X; Sapiro, G; Brady, DJ; Carin, L; IEEE
Data(s)

01/12/2013

Formato

14 - 18

Identificador

2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings, 2013, pp. 14 - 18

http://hdl.handle.net/10161/8941

1522-4880

http://hdl.handle.net/10161/8941

Relação

2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings

10.1109/ICIP.2013.6738004

Palavras-Chave #Video compressive sensing #temporal compressive sensing ratio design #temporal superresolution #adaptive temporal compressive sensing #real-time implementation
Tipo

Journal Article

Resumo

This paper introduces the concept of adaptive temporal compressive sensing (CS) for video. We propose a CS algorithm to adapt the compression ratio based on the scene's temporal complexity, computed from the compressed data, without compromising the quality of the reconstructed video. The temporal adaptivity is manifested by manipulating the integration time of the camera, opening the possibility to realtime implementation. The proposed algorithm is a generalized temporal CS approach that can be incorporated with a diverse set of existing hardware systems. © 2013 IEEE.