首页> 外文会议>International Symposium on Information Systems and Engineering ISE'2001, Jun 25-28, 2001, Las Vegas, Nevada, USA >Performance Comparison of TS and Haar Wavelet Transforms for Real-Time FPGA Implementation of Image Compression
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Performance Comparison of TS and Haar Wavelet Transforms for Real-Time FPGA Implementation of Image Compression

机译:TS和Haar小波变换在FPGA图像压缩实时实现中的性能比较

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摘要

As demands for speed and quality in the transmission of digital image data continue to grow, improved methods for image compression become necessary. Wavelet analysis is a mathematical tool useful in digital computer applications such as image compression and real-time video transmission. Integer Wavelet Transforms present certain inherent benefits such as computational speed, simplicity, compressibility, and reconstructed image quality. Simple Wavelets such as the Haar Wavelet are relatively easy to implement in digital hardware. Due to its extreme simplicity, however, the Haar Transform renders reconstructed images that contain small but noticeable errors. A more robust wavelet, the TS Wavelet, provides better reconstructed images while requiring only slightly more complex computations. This paper briefly discusses wavelet transforms and how they are employed in image compression techniques. Specifically, the focus of this work is on the performance of the TS and Haar Transforms' image quality and integrity. The comparative performance study is carried out using FPGAs for the hardware implementations of the image compression schemes.
机译:随着数字图像数据传输中对速度和质量的需求不断增长,用于图像压缩的改进方法变得必要。小波分析是一种数学工具,可用于数字计算机应用程序,例如图像压缩和实时视频传输。整数小波变换具有某些固有的优势,例如计算速度,简单性,可压缩性和重构的图像质量。简单的小波(例如Haar小波)相对容易在数字硬件中实现。但是,由于其极其简单的特性,Haar Transform可以渲染包含很小但明显的错误的重建图像。 TS Wavelet是一种更强大的小波,可提供更好的重建图像,而只需要稍微复杂一些的计算即可。本文简要讨论了小波变换及其在图像压缩技术中的应用。具体来说,这项工作的重点是TS和Haar Transforms的图像质量和完整性。使用FPGA对图像压缩方案的硬件实现进行比较性能研究。

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