Image Compression Via a Fast DCT Approximation

被引:20
|
作者
Bayer, F. M. [1 ,2 ]
Cintra, R. J.
机构
[1] Univ Fed Fronteira Sul, Erechim, RS, Brazil
[2] Univ Fed Pernambuco, Programa Posgrad Estat, Recife, PE, Brazil
关键词
discrete cosine transforms; fast algorithms; image coding; complexity theory; COMPUTATION;
D O I
10.1109/TLA.2010.5688099
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Discrete transforms play an important role in digital signal processing. In particular, due to its transform domain energy compaction properties, the discrete cosine transform (DCT) is pivotal in many image processing problems. This paper introduces a numerical approximation method for the DCT based on round-off techniques. The proposed method is a multiplierless technique with low arithmetic complexity. Emphasis was given to approximating the 8-point DCT. A fast algorithm for the introduced 8-point approximate transform was derived. An application in image compression was examined. In several scenarios, the utilization of the proposed method for image compression resulted in comparable or better performances, when compared to the usual DCT-based methodology.
引用
收藏
页码:708 / 713
页数:6
相关论文
共 50 条
  • [1] A DCT Approximation for Image Compression
    Cintra, Renato J.
    Bayer, Fabio M.
    IEEE SIGNAL PROCESSING LETTERS, 2011, 18 (10) : 579 - 582
  • [2] A DCT Approximation with Low Complexity for Image Compression
    Saraswathy, K.
    Vaithiyanathan, D.
    Seshasayanan, R.
    2013 INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND SIGNAL PROCESSING (ICCSP), 2013, : 465 - 468
  • [3] Fast fractal image compression in DCT domain
    Tan, SY
    Zhou, JZ
    Hu, CG
    Li, HS
    6TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL XIV, PROCEEDINGS: IMAGE, ACOUSTIC, SPEECH AND SIGNAL PROCESSING III, 2002, : 203 - 205
  • [4] A Fast JPEG Image Compression Algorithm Based on DCT
    Xiao, Weidong
    Wan, Nianbin
    Hong, Alan
    Chen, Xiaoyan
    2020 IEEE INTERNATIONAL CONFERENCE ON SMART CLOUD (SMARTCLOUD 2020), 2020, : 106 - 110
  • [5] Fast approximate DCT with GPU implementation for image compression
    Haweel, Reem T.
    El-Kilani, Wail S.
    Ramadan, Hassan H.
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2016, 40 : 357 - 365
  • [6] Low Complexity DCT Approximation for Image Compression in Wireless Image Sensor Networks
    Mechouek, Khaoula
    Kouadria, Nasreddine
    Doghmane, Noureddine
    Kaddeche, Nadia
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2016, 25 (08)
  • [7] A fast encoding algorithm for fractal image compression based on DCT
    Chen, ZL
    Shi, JB
    Sun, JT
    ICEMI'2001: FIFTH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT AND INSTRUMENTS, VOL 1, CONFERENCE PROCEEDINGS, 2001, : 842 - 845
  • [8] A new fast no search fractal image compression in DCT domain
    Salarian, Mehdi
    Hassanpour, Hamid
    INTERNATIONAL CONFERENCE ON MACHINE VISION 2007, PROCEEDINGS, 2007, : 62 - 66
  • [9] A novel and efficient 8-point DCT approximation for image compression
    Nabila Brahimi
    Toufik Bouden
    Tahar Brahimi
    Larbi Boubchir
    Multimedia Tools and Applications, 2020, 79 : 7615 - 7631
  • [10] A novel and efficient 8-point DCT approximation for image compression
    Brahimi, Nabila
    Bouden, Toufik
    Brahimi, Tahar
    Boubchir, Larbi
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (11-12) : 7615 - 7631