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An FPGA Accelerator for Real Time Hyperspectral Images Compression based on JPEG2000 Standard

无损压缩 JPEG 2000 计算机科学 图像压缩 数据压缩 现场可编程门阵列 计算机硬件 管道(软件) 数据压缩比 JPEG格式 有损压缩 嵌入式系统 实时计算 图像处理 人工智能 图像(数学) 程序设计语言
作者
Refka Ghodhbani,Taoufik Saidani,Layla Horrigue,Asaad Algarni,Muteb Alshammari
出处
期刊:Engineering, Technology & Applied Science Research [Engineering, Technology & Applied Science Research]
卷期号:14 (2): 13118-13123 被引量:3
标识
DOI:10.48084/etasr.6853
摘要

Lossless hyperspectral images have the advantage of reducing the data size, hence saving on storage and transmission costs. This study presents a dynamic pipeline hardware design for compressing and decompressing images using the Joint Photographic Experts Group-Lossless (JPEG2000) algorithm. The proposed architecture was specifically tailored for implementation on a Field Programmable Gate Array (FPGA) to accomplish efficient image processing. The introduction of a pipeline pause mechanism effectively resolves the issue of coding errors deriving from parameter modifications. Bit-plane coding was employed to enhance the efficacy of image coding calculations, leading to a reduction of parameter update delays. However, the context and decision creation procedure were streamlined, resulting in a significant enhancement in throughput. A hardware module utilizing the parallel block compression architecture was developed for JPEG2000 compression/decompression, allowing for configurable block size and bringing about enhanced image, compression/decompression, throughput, and reduced times. Verification results were obtained by implementing the proposed JPEG 2000 compression on a Zynq-7000 system-on-chip. The purpose of this system was to enable on-board satellite processing of hyperspectral image cubes with a specific focus on achieving lossless compression. The proposed architecture outperformed previous approaches by using fewer resources and achieving a higher compression ratio and clock frequency.

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