Blocking artifact reduction in block-coded image using block classification and feedforward neural network

被引:0
|
作者
Kwon, KK [1 ]
Lee, SH [1 ]
Kwon, SG [1 ]
Park, KN [1 ]
Lee, KI [1 ]
机构
[1] Kyungpook Natl Univ, Sch Elect & Elect Engn, Buk Gu, Taegu 702701, South Korea
关键词
blocking artifact; neural network; block classification; adaptive filtering;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A new blocking artifact reduction algorithm is proposed that uses block classification and feedforward neural network filters in the spatial domain. At first, the existence of blocking artifact is determined using statistical characteristics of neighborhood block, which is then used to classify the block boundaries into one of four classes. Thereafter, adaptive interblock filtering is only performed in two classes of block boundaries that include blocking artifact. That is, in smooth regions with blocking artifact, a two-layer feedforward neural network filters trained by an error back-propagation algorithm is used, while in complex regions with blocking artifact, a linear interpolation method is used to preserve the image details. Experimental results show that the proposed algorithm produces better results than the conventional algorithms.
引用
收藏
页码:1742 / 1745
页数:4
相关论文
共 50 条
  • [1] Reduction of blocking artifact in block-coded images using wavelet transform
    Kim, NC
    Jang, IH
    Kim, DH
    Hong, WH
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1998, 8 (03) : 253 - 257
  • [2] Blocking-artifact reduction in block-coded images using wavelet-based subband decomposition
    Choi, H
    Kim, T
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2000, 10 (05) : 801 - 805
  • [3] Blocking artifacts reduction in block-coded images using self-similarity
    Park, KN
    Kwon, KK
    Ban, SW
    Lee, KI
    [J]. ISIE 2001: IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS PROCEEDINGS, VOLS I-III, 2001, : 1667 - 1670
  • [4] Effective blocking artifact reduction using classification of block boundary area
    Suk, JY
    Lee, GW
    Lee, KI
    [J]. ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2005, PT 2, 2005, 3768 : 606 - 616
  • [5] Adaptive postprocessing algorithm in block-coded images using block classification and MLP
    Kwon, KK
    Kim, BJ
    Lee, SH
    Kwon, SG
    Lee, KI
    [J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2003, E86A (04) : 961 - 967
  • [6] Blocking artifacts suppression in block-coded images using overcomplete wavelet representation
    Liew, AWC
    Yan, H
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004, 14 (04) : 450 - 461
  • [7] Picture enhancement in video and block-coded image sequences
    Scognamiglio, G
    Rizzi, A
    Albani, L
    Ramponi, G
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 1999, 45 (03) : 680 - 689
  • [8] Performance Comparison of Blocking Artifact Reduction of Compressed Image Using Bilateral & Block Wiener Filter
    Shakya, Subarna
    Gurung, Amar Bahadur
    Basnet, Abinash
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA), 2016, : 1174 - 1177
  • [9] Blocking artifacts reduction algorithm in block boundary area using neural network
    Kwon, KK
    Lee, SH
    Lee, JW
    Ban, SW
    Park, KN
    Lee, KI
    [J]. ISIE 2001: IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS PROCEEDINGS, VOLS I-III, 2001, : 449 - 453
  • [10] A new blocking artifact reduction algorithm using the adaptive filter based on the classification of the block boundary area
    Lee, JW
    Lee, GW
    Lee, SH
    Kwon, SG
    Lee, SJ
    Lee, KI
    [J]. PICS 2001: IMAGE PROCESSING, IMAGE QUALITY, IMAGE CAPTURE, SYSTEMS CONFERENCE, PROCEEDINGS, 2001, : 354 - 358