Improved discrete Tchebichef transform approximations for efficient image compression

被引:0
作者
Mefoued, Abdelkader [1 ]
Kouadria, Nasreddine [1 ]
Harize, Saliha [1 ]
Doghmane, Noureddine [1 ]
机构
[1] BADJI Mokhtar Annaba Univ, LASA Lab, Dept Elect, Annaba 23000, Algeria
关键词
DTT approximation; Fast algorithm; Image compression; Low complexity; FPGA implementation; DCT; ALGORITHM; ARCHITECTURES; WATERMARKING; COMPUTATION;
D O I
10.1007/s11554-023-01390-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, the Discrete Tchebichef Transform (DTT) has gained popularity as a signal processing tool for image and video compression due to its efficient coding and decorrelation properties. However, in the context of real-time applications and embedded systems, it is critical to develop approximate algorithms with reduced complexity and energy consumption. While three DTT approximations have been proposed to date, there is still room for further improvements. To address this gap, we propose two new low-complexity DTT approximations that employ a modified deviation metric, resulting in better compression efficiency and reduced complexity. We validate our proposed methods by implementing them on the Xilinx Virtex-6 XC6VSX475T-1FF1759-2 Field Programmable Gate Array (FPGA) through rapid prototyping. Our proposed transformations exhibit superior performance in terms of hardware resources and energy consumption, particularly for 1D 8 inputs. Furthermore, compared to the state-of-the-art DTT approximations in image compression, our proposed transformations demonstrate a quality gain of up to 2 dB. Overall, our proposed approximations provide a promising trade-off between image quality, hardware resources, and energy consumption, making them ideal for real-time applications and embedded systems.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] RST Invariant Blind Image Watermarking Schemes Based on Discrete Tchebichef Transform and Singular Value Decomposition
    Senapati, Ranjan K.
    Srivastava, Subodh
    Mankar, Prasanth
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2020, 45 (04) : 3331 - 3353
  • [42] A Fast 2D Discrete Tchebichef Transform Algorithm
    Huang, Wei
    Chen, Shuai
    Zheng, Gengsheng
    [J]. 2010 INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING AND COMMUNICATION AND 2010 ASIA-PACIFIC CONFERENCE ON INFORMATION TECHNOLOGY AND OCEAN ENGINEERING: CICC-ITOE 2010, PROCEEDINGS, 2010, : 358 - 361
  • [43] Improved ECG compression method using discrete cosine transform
    Bendifallah, A.
    Benzid, R.
    Boulemden, M.
    [J]. ELECTRONICS LETTERS, 2011, 47 (02) : 87 - +
  • [44] Signal and image compression using quantum discrete cosine transform
    Pang, Chao-Yang
    Zhou, Ri-Gui
    Hu, Ben-Qiong
    Hu, WenWen
    El-Rafei, Ahmed
    [J]. INFORMATION SCIENCES, 2019, 473 : 121 - 141
  • [45] An Efficient Compound Image Compression Using Optimal Discrete Wavelet Transform and Run Length Encoding Techniques
    Rajan, Priya Vasanth Sundara
    Fred, A. Lenin
    [J]. JOURNAL OF INTELLIGENT SYSTEMS, 2019, 28 (01) : 87 - 101
  • [46] AN EFFICIENT IMAGE COMPRESSION TECHNIQUE USING PEAK TRANSFORM
    Anila, S.
    Devarajan, N.
    [J]. PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTER TECHNOLOGY AND DEVELOPMENT, VOL 2, 2009, : 395 - +
  • [47] A Novel Transform for Image Compression
    Bouguezel, Saad
    Ahmad, M. Omair
    Swamy, M. N. S.
    [J]. 53RD IEEE INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, 2010, : 509 - 512
  • [48] A Novel VLSI Architecture for Digital Image Compression Using Discrete Cosine Transform and Quantization
    Prakash, Vijaya A. M.
    Gurumurthy, K. S.
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2010, 10 (09): : 175 - 182
  • [49] Simple and Energy Efficient Discrete Cosine Transform Based Image Compression for Simple Pulse-Based Modulation
    Zainuddin, Muhammad Agus
    Sukaridhoto, Sritrusta
    [J]. 2017 INTERNATIONAL ELECTRONICS SYMPOSIUM ON ENGINEERING TECHNOLOGY AND APPLICATIONS (IES-ETA), 2017, : 81 - 86
  • [50] Efficient Translation, Rotation, and Scale Invariants of Discrete Tchebichef Moments
    Pee, Chih-Yang
    Ong, Seng-Huat
    Raveendran, Paramesran
    [J]. IEEE ACCESS, 2021, 9 : 163954 - 163964