Paper
3 May 2011 Bio-inspired FPGA architecture for self-calibration of an image compression core based on wavelet transforms in embedded systems
Rubén Salvador, Alberto Vidal, Félix Moreno, Teresa Riesgo, Lukáš Sekanina
Author Affiliations +
Proceedings Volume 8067, VLSI Circuits and Systems V; 806704 (2011) https://doi.org/10.1117/12.887123
Event: SPIE Microtechnologies, 2011, Prague, Czech Republic
Abstract
A generic bio-inspired adaptive architecture for image compression suitable to be implemented in embedded systems is presented. The architecture allows the system to be tuned during its calibration phase. An evolutionary algorithm is responsible of making the system evolve towards the required performance. A prototype has been implemented in a Xilinx Virtex-5 FPGA featuring an adaptive wavelet transform core directed at improving image compression for specific types of images. An Evolution Strategy has been chosen as the search algorithm and its typical genetic operators adapted to allow for a hardware friendly implementation. HW/SW partitioning issues are also considered after a high level description of the algorithm is profiled which validates the proposed resource allocation in the device fabric. To check the robustness of the system and its adaptation capabilities, different types of images have been selected as validation patterns. A direct application of such a system is its deployment in an unknown environment during design time, letting the calibration phase adjust the system parameters so that it performs efcient image compression. Also, this prototype implementation may serve as an accelerator for the automatic design of evolved transform coefficients which are later on synthesized and implemented in a non-adaptive system in the final implementation device, whether it is a HW or SW based computing device. The architecture has been built in a modular way so that it can be easily extended to adapt other types of image processing cores. Details on this pluggable component point of view are also given in the paper.
© (2011) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Rubén Salvador, Alberto Vidal, Félix Moreno, Teresa Riesgo, and Lukáš Sekanina "Bio-inspired FPGA architecture for self-calibration of an image compression core based on wavelet transforms in embedded systems", Proc. SPIE 8067, VLSI Circuits and Systems V, 806704 (3 May 2011); https://doi.org/10.1117/12.887123
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Cited by 2 scholarly publications.
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KEYWORDS
Wavelets

Image compression

Discrete wavelet transforms

Image processing

Calibration

Field programmable gate arrays

Evolutionary algorithms

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