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A Hardware Implementation of Hybrid Image Compression

机译:混合图像压缩的硬件实现

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Digital image processing is a method for processing digital images. Images are represented in various forms by using Image Transforms. Image transformation is carried out by applying mathematical operations on an image. There are various transform methods available such as Discrete Wavelet Transform (DWT), Discrete Cosine Transform (DCT), Karhunen–Loeve Transform (KLT), etc. These transformation methods find application in compression, enhancement, feature extraction, and pattern recognition etc. DWT is a wavelet transformation from spatial to frequency domain where the wavelets are discretely sampled. The main advantage of DWT is that the image can be represented in multi resolution form. Advantages of DWT are that it provides a high compression ratio by avoiding the blocking artefacts, provides better localization in spatial and frequency domains. But there is a great need to improve the throughput and overall design cycle time. In this paper, new hybrid architecture is proposed for image compression. The proposed hybrid architecture is a combination of DWT and DCT methods. The architecture is designed by using Verilog HDL and is synthesized by using Xilinx ISE 14.2 Version. The architecture is targeted on Spartan 6 FPGA board. The standard Lena image [512x512] is used as a test image. A comparison of encoding time is made between standalone DWT and hybrid DWT-DCT proposed method. The results show that the encoding time of proposed hybrid [DWT-DCT] image compression method is faster than the standalone DWT method.
机译:数字图像处理是用于处理数字图像的方法。图像通过使用图像变换以各种形式表示。图像变换是通过对图像进行数学运算来进行的。有多种可用的变换方法,例如离散小波变换(DWT),离散余弦变换(DCT),Karhunen-Loeve变换(KLT)等。这些变换方法可用于压缩,增强,特征提取和模式识别等。 DWT是从空间域到频域的小波变换,其中对小波进行离散采样。 DWT的主要优点是可以以多分辨率形式表示图像。 DWT的优势在于,它通过避免阻塞伪影来提供高压缩率,并在空间和频域中提供了更好的定位。但是非常需要提高吞吐量和整个设计周期。在本文中,提出了一种新的混合架构用于图像压缩。提出的混合架构是DWT和DCT方法的组合。该体系结构是使用Verilog HDL设计的,并使用Xilinx ISE 14.2版进行了综合。该架构针对Spartan 6 FPGA板。标准Lena图像[512x512]被用作测试图像。比较了独立DWT与混合DWT-DCT提出的编码时间。结果表明,提出的混合[DWT-DCT]图像压缩方法的编码时间比独立的DWT方法要快。

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