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FPGA realization of DA-based 2D-Discrete Wavelet Transform for the proposed image compression approach

机译:提出的图像压缩方法基于DA的2D离散小波变换的FPGA实现

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The lack of disk space seems to be a major challenge during transmission and storage of raw images, which in turn pushes the demand for an efficient technique for compression of images. Although, lot of compression techniques are available today, any upcoming technique which is faster, memory efficient and simple surely has the greatest probability to hit the user requirements. In this paper, we have developed wavelet-based image compression algorithm using well-known Distributed Arithmetic (DA) technique. Here, to increase the compression rate, the reduction of wavelet coefficients is carried out in each level of computation with the help of RW block proposed in the paper. After computing the DWT coefficients, we apply DPCM (Differential pulse-code modulation) which is a transformation technique for increasing the compressibility of an image. Finally, the transformed coefficients are given to Huffman-encoder that is designed by merging the lowest probable symbols in such a way that, the images will get compressed. For decompression, the Huffman decoding procedure is applied in the compressed image. Furthermore, the inverse DPCM and inverse DWT is applied on the decoded data to obtain the decompressed image. For implementation, the DA-based wavelet is simulated in Active HDL tool and the final design is verified with verilog test benches.
机译:磁盘空间的缺乏似乎是原始图像的传输和存储过程中的主要挑战,这反过来又推动了对有效压缩图像技术的需求。尽管当今有许多压缩技术可用,但是任何即将到来的更快,内存效率更高且更简单的技术肯定有最大的可能性满足用户需求。在本文中,我们使用著名的分布式算术(DA)技术开发了基于小波的图像压缩算法。在此,为了提高压缩率,借助本文提出的RW块,在每个计算级别中都进行了小波系数的减小。在计算DWT系数之后,我们应用DPCM(差分脉冲编码调制),这是一种用于提高图像可压缩性的转换技术。最后,将经过变换的系数提供给霍夫曼编码器,该霍夫曼编码器通过合并最低可能的符号来设计,以使图像得到压缩。对于解压缩,在压缩图像中应用霍夫曼解码过程。此外,逆DPCM和逆DWT被应用于解码的数据以获得解压缩的图像。为了实施,在Active HDL工具中模拟了基于DA的小波,并使用verilog测试台对最终设计进行了验证。

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