Gradient Edge Detection Predictor for Image Lossless Compression

被引:0
|
作者
Avramovic, Aleksej [1 ]
Reljin, Branimir [2 ]
机构
[1] Univ Banja Luka, Fac Elect Engn, Banja Luka 78000, Bosnia & Herceg
[2] Univ Belgrade, Fac Elect Engn, Belgrade 11000, Serbia
来源
关键词
component; data compression; images; prediction; entropy;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
There are many examples of digital image processing where lossless image compression is necessarily, due to the costs of data acquisition or legal issues, such as aerial and medical imaging. Need for lossless compression of large amounts of data requires speed and efficiency, so predictive methods are chosen before transform-based methods. Predictive methods rely on prediction, context modeling and entropy coding. Predictor is the first and the most important step which removes a large amount of spatial redundancy. The most representative predictors are median edge detection (MED) predictor used in JPEG-LS standard and gradient adjusted predictor (GAP) used in CALIC. This paper presents a novel threshold controlled, gradient edge detection (GED) predictor which combines simplicity of MED and efficiency of GAP. Amount of removed redundancy is estimated with entropy after prediction. Analysis shows that GED gives comparable entropies with much complicated GAP.
引用
收藏
页码:131 / 134
页数:4
相关论文
共 50 条
  • [1] A novel resolution independent gradient edge predictor for lossless compression of medical image sequences
    Sharma, Urvashi
    Sood, Meenakshi
    Puthooran, Emjee
    [J]. International Journal of Computers and Applications, 2021, 43 (08) : 764 - 774
  • [2] Resolution Adaptive Threshold Selection for Gradient Edge Predictor in Lossless Biomedical Image Compression
    Urvashi
    Sood, Meenakshi
    Puthooran, Emjee
    [J]. PERTANIKA JOURNAL OF SCIENCE AND TECHNOLOGY, 2019, 27 (04): : 1671 - 1692
  • [3] Lossless image compression using an edge adapted lifting predictor
    Gerek, ÖN
    Çetin, AE
    [J]. 2005 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), VOLS 1-5, 2005, : 1277 - 1280
  • [4] Adaptive predictor for lossless image compression
    Hlavác, V
    Fojtík, J
    [J]. COMPUTING, 1999, 62 (04) : 339 - 354
  • [5] Adaptive Predictor for Lossless Image Compression
    V. Hlaváč
    J. Fojtík
    [J]. Computing, 1999, 62 : 339 - 354
  • [6] An evolvable predictor for lossless image compression
    León, D
    Balkir, S
    Sayood, K
    [J]. 2002 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL IV, PROCEEDINGS, 2002, : 731 - 734
  • [7] IMPROVED MEDIAN EDGE DETECTION (IMED) FOR LOSSLESS IMAGE COMPRESSION
    Amin, Muhammad Shoib
    Jabeen, Summaira
    Wang, Changbo
    Khan, Hassan Ali
    Jabbar, Abdul
    [J]. IMAGE ANALYSIS & STEREOLOGY, 2023, 42 (01): : 25 - 35
  • [8] Bayesian Predictor Combination for Lossless Image Compression
    Martchenko, Andrew
    Deng, Guang
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (12) : 5263 - 5270
  • [9] A Novel Predictor Function for Lossless Image Compression
    Danesh, Amir Seyed
    Rad, Reza Moradi
    Attar, Abdolrahman
    [J]. 2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 2, 2010, : 527 - 531
  • [10] Adaptive switching linear predictor for lossless image compression
    Itani, A
    Das, M
    [J]. ADVANCES IN VISUAL COMPUTING, PROCEEDINGS, 2005, 3804 : 718 - 722