Implementation of a novel adaptive coding using VLSI architecture for data compression in image processing

被引:0
|
作者
Kiranmaye, G. [1 ]
Sridhar, B. [2 ]
机构
[1] Department of Electronics and Communication Engineering, Guru Nanak Institute of Technology, Telangana, Hyderabad, India
[2] Department of Electronics and Communication Engineering, Scient Institute of Technology, Telangana, Hyderabad, India
关键词
Adaptive modulation - Data compression ratio - Digital storage - Encoding (symbols) - Health risks - Image coding - Image enhancement - Turbo codes;
D O I
10.1007/s11042-024-20055-8
中图分类号
学科分类号
摘要
Image Compression is one of the emerging techniques of a Digital System for storing and retrieving of digital information. The main challenge in implementing Image Compression is to maintain the accuracy of the retrieved data. As the encoding techniques used for data compression are computationally intensive, new hardware architectures are required so that the processing of image consumes less space with increase in computation speed, reduction in area and power consumption. In this paper we address this problem and developed a Dynamic Adaptive coding technique based on probability of occurrence,where the variable and fixed length code are fused to generate a code word for eliminating the extra bit encountered at the entropy coder. Here the Entropy code has a maximum search overhead of 6 match per 4-bit pattern. Wherein a maximum of 5-bit search is observed in proposed approach. This reduces a search overhead of (N⨉m)-1 iterations. Here N is the number of unique patterns and m is the block size. The proposed architecture is developed using Very high speed integrated circuit Hardware Descriptive Language (VHDL) and implemented using Xilinx Aldec’s Field Programmable Gate Array (FPGA). The adaptive coding approach attains a compression of 35% more as compared to the entropy coding. The implementation on to a targeted Xilinx FPGA results in power minimization and area coverage reduction. The speed of operation is observed to be improved by 135 MHz. The validation of proposed approach is made on image data to observe the coding accuracy. The mean square error of the output image is reduced by 35% with an increase in the signal to noise ratio of the output image.
引用
收藏
页码:85801 / 85823
页数:22
相关论文
共 50 条
  • [21] IMAGE DATA-COMPRESSION USING SUBBAND CODING
    BLEJA, M
    DOMANSKI, M
    ANNALES DES TELECOMMUNICATIONS-ANNALS OF TELECOMMUNICATIONS, 1990, 45 (9-10): : 477 - 486
  • [22] VLSI architecture design of VLC encoder for high data rate video/image coding
    Chang, Hao-Chieh
    Chen, Liang-Gee
    Chang, Yung-Chi
    Huang, Sheng-Chieh
    Proceedings - IEEE International Symposium on Circuits and Systems, 1999, 4
  • [23] Efficient VLSI Architecture of Visual Distortion Sensitivity Based Spatially Adaptive Quantization for Image Compression
    Cao, Haiheng
    Zhang, Yongfei
    Jiang, Hongxu
    2013 6TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), VOLS 1-3, 2013, : 198 - 202
  • [24] VLSI design for a new adaptive image compress coding
    Jiang, K
    Ding, BY
    Zhang, QL
    1996 2ND INTERNATIONAL CONFERENCE ON ASIC, PROCEEDINGS, 1996, : 119 - 122
  • [25] A VLSI implementation of CCSDS for meteorology image lossless compression
    Jiang, HX
    Zhou, XK
    SPACE ACTIVITIES AND COOPERATION CONTRIBUTING TO ALL PACIFIC BASIN COUNTRIES, 2004, 117 : 183 - 188
  • [26] Application of arithmetic coding to compression of VLSI test data
    Hashempour, H
    Lombardi, F
    IEEE TRANSACTIONS ON COMPUTERS, 2005, 54 (09) : 1166 - 1177
  • [27] Implementation of dynamic Huffman coding using CAM-based CMOS VLSI architecture
    Palamadai, RS
    Chen, CIH
    PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON COMPUTER APPLICATIONS IN INDUSTRY AND ENGINEERING, 1996, : 40 - 43
  • [28] Lossless compression,of VLSI layout image data
    Dai, Vito
    Zakhor, Avideh
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (09) : 2522 - 2530
  • [29] A VLSI progressive coding for wavelet-based image compression
    Chiang, Tsung-Hsi
    Dung, Lan-Rong
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2007, 53 (02) : 569 - 577
  • [30] VLSI IMPLEMENTATION OF A DIGITAL IMAGE THRESHOLD SELECTION ARCHITECTURE
    LIM, PK
    SIDAHMED, MA
    JULLIEN, GA
    INTEGRATION-THE VLSI JOURNAL, 1989, 7 (01) : 77 - 91