Deblocking of DCT-compressed images using noise injection followed by image denoising

被引:3
|
作者
Graves, CA [1 ]
机构
[1] N Carolina Agr & Tech State Univ, Dept Elect & Comp Engn, Greensboro, NC 27411 USA
关键词
D O I
10.1109/ITCC.2003.1197575
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A new approach is-proposed to solve the blocking artifact problem that results from block transform-based image compression at very low bit-rates. In our approach, we attempt to recover the quantization noise for the transform coefficients by adding uniform random noise to them. This results in a decompressed image that is corrupted by noise of the AGAIN type, rather than a blocky image. This recasting of the blocking artifact problem into the domain of AGAIN reduction allows any algorithm that has been developed for image denoising to now be a candidate solution for the blocky image problem. In this paper we present initial experiments for this novel approach, using a recently reported denoising algorithm. Results indicate that the algorithm offers both objective and subjective improvements to the blocky image. Additionally, the approach may be generalized to solve artifact problems in other transform domain-based image compression methods.
引用
收藏
页码:472 / 475
页数:4
相关论文
共 50 条
  • [41] Spatially adaptive high-resolution image reconstruction of DCT-based compressed images
    Park, SC
    Kang, MG
    Segall, CA
    Katsaggelos, AK
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (04) : 573 - 585
  • [42] A Robust Image Watermarking using Two Level DCT and Wavelet Packets Denoising
    Taherinia, A. H.
    Jamzad, M.
    2009 INTERNATIONAL CONFERENCE ON AVAILABILITY, RELIABILITY, AND SECURITY (ARES), VOLS 1 AND 2, 2009, : 150 - +
  • [43] Terahertz Imaging System Using Adaptive DCT-based Image Denoising
    Abramova, Victoriya
    Abramov, Serhiy
    Lukin, Volodymyr
    Grigelionis, Ignas
    Minkeviciu, Linas
    Valusis, Gintaras
    2022 IEEE 2ND UKRAINIAN MICROWAVE WEEK, UKRMW, 2022, : 135 - 140
  • [44] DCT-based image compression using wavelet-based algorithm with efficient deblocking filter
    Yen, WC
    Tai, SC
    Fourth Annual ACIS International Conference on Computer and Information Science, Proceedings, 2005, : 489 - 494
  • [45] A deblocking technique for block-transform compressed image using wavelet transform modulus maxima
    Hsung, TC
    Lun, DPK
    Siu, WC
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (10) : 1488 - 1496
  • [46] Boosting image denoising effect via low-level noise injection
    Jian Xiao
    Xiaohui Cheng
    Shaoping Xu
    Wuyong Tao
    Yanyang Xiao
    Signal, Image and Video Processing, 2024, 18 : 1053 - 1067
  • [47] Boosting image denoising effect via low-level noise injection
    Xiao, Jian
    Cheng, Xiaohui
    Xu, Shaoping
    Tao, Wuyong
    Xiao, Yanyang
    SIGNAL IMAGE AND VIDEO PROCESSING, 2024, 18 (02) : 1053 - 1067
  • [48] Compressed Domain Image Retrieval Using Thumbnails of Images
    Khapli, Vidya R.
    Bhalchandra, Anjali S.
    2009 1ST INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE, COMMUNICATION SYSTEMS AND NETWORKS(CICSYN 2009), 2009, : 392 - +
  • [49] MR Images Denoising Using DCT-Based Unbiased Nonlocal Means Filter
    Zheng, Xiuqing
    Hu, Jinrong
    Zhou, Jiuliu
    INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2012), 2013, 8768
  • [50] No-reference Image Quality Assessment for Compressed Images based on DCT Coefficient Distribution and PSNR Estimation
    Wang, Zhengyou
    Wang, Wan
    Li, Zhenxing
    Wang, Jin
    Lin, Weisi
    2012 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2012,