fpga中实现自适应小波变换的优化算法的高级验证

R. Salvador, F. Moreno, T. Riesgo, L. Sekanina
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引用次数: 4

摘要

本文所报道的工作描述了在嵌入式系统中实现基于fpga的可进化小波变换图像压缩的步骤。一种进化算法(EA)的设计和优化的变换系数是量身定制的一个合适的片上系统的实现。对原始算法的计算要求进行了一些削减,使其适应FPGA的实现。本文更具体地讨论的是在整个优化过程中使用不动点算法对算法进行验证。结果表明,高质量的变换是如何在有限精度的算法下从零开始演化的。此外,还包括在FPGA器件中实现的初步结果。
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High Level Validation of an Optimization Algorithm for the Implementation of Adaptive Wavelet Transforms in FPGAs
The work reported in this paper describes the steps given towards an FPGA-based implementation of evolvable wavelet transforms for image compression in embedded systems. An Evolutionary Algorithm (EA) for the design and optimization of the transform coefficients is tailored for a suitable System on Chip implementation. Several cut downs on the computing requirements have been done to the original algorithm, adapting it for the FPGA implementation. What this paper addresses more specifically is the validation of the algorithm using fixed point arithmetic for the whole optimization process. The results show how high quality transforms are evolved from scratch with limited precision arithmetic. Also, preliminary results of the implementation in an FPGA device are included.
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