Edge-Based Perceptual Image Coding

被引:7
|
作者
Niu, Yi [1 ,2 ]
Wu, Xiaolin [2 ]
Shi, Guangming [1 ]
Wang, Xiaotian [1 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710126, Peoples R China
[2] McMaster Univ, Dept Elect & Comp Engn, Hamilton, ON L8S 4L8, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Edge data structure; interpolation; low-bit-rate image compression; morphology; psychovisual image quality; FUNCTIONAL ARCHITECTURE; RECEPTIVE FIELDS; REPRESENTATION; COMPRESSION; CORTEX;
D O I
10.1109/TIP.2011.2171352
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We develop a novel psychovisually motivated edge-based low-bit-rate image codec. It offers a compact description of scale-invariant second-order statistics of natural images, the preservation of which is crucial to the perceptual quality of coded images. Although being edge based, the codec does not explicitly code the edge geometry. To save bits on edge descriptions, a background layer of the image is first coded and transmitted, from which the decoder estimates the trajectories of significant edges. The edge regions are then refined by a residual coding technique based on edge dilation and sequential scanning in the edge direction. Experimental results show that the new image coding technique outperforms the existing ones in both objective and perceptual quality, particularly at low bit rates.
引用
收藏
页码:1899 / 1910
页数:12
相关论文
共 50 条
  • [1] Edge-based partition coding for fractal image compression
    Ochotta, T
    Saupe, D
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2004, 29 (2C) : 63 - 83
  • [2] Edge-based image synthesis model and its application to image coding
    Nakashizuka, M
    Kikuchi, H
    [J]. ISCAS '99: PROCEEDINGS OF THE 1999 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 4: IMAGE AND VIDEO PROCESSING, MULTIMEDIA, AND COMMUNICATIONS, 1999, : 25 - 28
  • [3] Edge-based Transformation and Entropy Coding for Lossless Image Compression
    Kabir, Md. Ahasan
    Mondal, M. Rubaiyat Hossain
    [J]. 2017 INTERNATIONAL CONFERENCE ON ELECTRICAL, COMPUTER AND COMMUNICATION ENGINEERING (ECCE), 2017, : 717 - 722
  • [4] Edge-based Image Coding at Low Bit-rate
    Niu, Yi
    Wu, Xiaolin
    Shi, Guangming
    Wang, Xiaotian
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 169 - 172
  • [5] Image compression using a novel edge-based coding algorithm
    Keissarian, F
    Daemi, MF
    [J]. VISUAL INFORMATION PROCESSING X, 2001, 4388 : 161 - 168
  • [6] Edge-Based Image Coarsening
    Fattal, Raanan
    Carroll, Robert
    Agrawala, Maneesh
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2009, 29 (01):
  • [7] Edge-based image steganography
    Islam, Saiful
    Modi, Mangat R.
    Gupta, Phalguni
    [J]. EURASIP JOURNAL ON INFORMATION SECURITY, 2014, Springer International Publishing (01):
  • [8] Edge-based image segmentation
    Farag, Aly A.
    [J]. Remote Sensing Reviews, 1992, 6 (1-4):
  • [9] Edge-based image restoration
    Rares, A
    Reinders, MJT
    Biemond, J
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (10) : 1454 - 1468
  • [10] Edge-based motion compensated classified DCT with quadtree for image sequence coding
    Chang, JY
    Chang, RF
    Kuo, WJ
    [J]. SIGNAL PROCESSING-IMAGE COMMUNICATION, 1998, 11 (03) : 187 - 197