Title :
A novel real-time DSP-based video super-resolution system
Author :
Lopez, Sebastian ; Callico, Gustavo M. ; Tobajas, Felix ; Lopez, Jose F. ; Sarmiento, Roberto
Author_Institution :
Inst. of Appl. Microelectron. (IUMA), Univ. of Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
fDate :
11/1/2009 12:00:00 AM
Abstract :
The possibility of increasing the spatial resolution of video sequences is becoming extremely important in present-day multimedia systems. In this sense, super-resolution represents a smart way to obtain high-resolution video sequences from a finite set of low-resolution video frames. This set of low-resolution images must be obtained under different capture conditions of the image, from different spatial positions and/or from different cameras - this being the super-resolution paradigm, which is one of the fundamental challenges of sensor fusion. However, the vast computational cost associated with common super-resolution techniques jeopardizes their usefulness for real-time consumer applications. To alleviate this drawback, an implementation of a proprietary super-resolution algorithm mapped onto a hardware platform based on a digital signal processor (DSP) is presented in this paper. The results obtained show that, after an incremental optimization procedure, we are able to obtain super-resolved CIF video sequences (352 Ã 288 pixels) at 38 frames per second.
Keywords :
cameras; digital signal processing chips; image resolution; image sequences; multimedia systems; sensor fusion; cameras; incremental optimization; multimedia systems; real-time digital signal processor; sensor fusion; spatial resolution; video frames; video sequences; video super-resolution system; Cameras; Computational efficiency; Image resolution; Multimedia systems; Real time systems; Sensor fusion; Signal processing algorithms; Signal resolution; Spatial resolution; Video sequences; Super-resolution, DSP, interpolation, motion estimation.;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2009.5373797