Title :
Low-power uniform video acquisition with super-resolution reconstruction
Author :
Shen, Minmin ; Xue, Ping
Author_Institution :
Sch. of Electr.& Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
A content-based video acquisition system was proposed recently for the power optimization of portable digital devices in. In this scheme, extra computation is required in the pre-analyzing for detecting the spatially and temporally active regions. Moreover, given full-resolution frames (FR) at certain frequency for reference, the adaptive sampling at the high active regions is redundant once proper super-resolution is applied. We propose in this paper a low-power video acquisition system by capturing frames in groups, with one FR frame and one low-resolution (LR) frame in each group. Consequently, the prerequisite of content-based video compression in is waived and the acquired video can be processed by any video compression techniques. The proposed scheme can reduce the power consumption by 37.5%, higher than in most situations. The acquired video is post-processed by an example-based superresolution (SR) technique to recover the FR. Experiments show that the reconstructed FR video can achieve better objective and subjective quality than the smart sampling in.
Keywords :
data acquisition; data compression; image reconstruction; video coding; content-based video acquisition system; content-based video compression; example-based superresolution technique; low-power uniform video acquisition; portable digital devices; power optimization; smart sampling; super-resolution reconstruction; Digital cameras; Image coding; Image reconstruction; Image sensors; Intelligent sensors; Sampling methods; Sensor systems; Spatial resolution; Strontium; Video compression; Super-resolution; low-power acquisition; video processing;
Conference_Titel :
Information, Communications and Signal Processing, 2009. ICICS 2009. 7th International Conference on
Conference_Location :
Macau
Print_ISBN :
978-1-4244-4656-8
Electronic_ISBN :
978-1-4244-4657-5
DOI :
10.1109/ICICS.2009.5397677