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
  • [1] Deblocking of Compressed Images Based on All Phase Biorthogonal Transform Using Noise Injection Followed by Image Denoising
    Wang, Cheng-You
    Hou, Zheng-Xin
    Zhao, Sai-Yuan
    ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 1162 - 1165
  • [2] ITERATIVE CONSTRAINED RESTORATION OF DCT-COMPRESSED IMAGES
    BASKURT, A
    PROST, R
    GOUTTE, R
    SIGNAL PROCESSING, 1989, 17 (03) : 201 - 211
  • [3] Image size conversion on DCT-compressed data
    Miyamoto, Yoshihiro
    Akaiwa, Yoshihiko
    Systems and Computers in Japan, 2003, 34 (06): : 100 - 109
  • [4] Deblocking of block-DCT compressed images using deblocking frames of variable size
    Schclar, A
    Averbuch, A
    Donoho, DL
    2002 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-IV, PROCEEDINGS, 2002, : 3285 - 3288
  • [5] HAMMING CODING OF DCT-COMPRESSED IMAGES OVER NOISY CHANNELS
    COMSTOCK, DR
    GIBSON, JD
    IEEE TRANSACTIONS ON COMMUNICATIONS, 1984, 32 (07) : 856 - 861
  • [6] Deblocking Algorithms with Edge Filters for DCT Compressed Images
    Al Kitbi, Nasir
    Dawood, Ali
    2008 FIRST INTERNATIONAL WORKSHOPS ON IMAGE PROCESSING THEORY, TOOLS AND APPLICATIONS (IPTA), 2008, : 461 - 465
  • [7] Deblocking algorithm for DCT-based compressed images using anisotropic diffusion
    Choi, E
    Kang, MG
    2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL III, PROCEEDINGS: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING SIGNAL, PROCESSING EDUCATION, 2003, : 717 - 720
  • [8] DCT quantization noise in compressed images
    Robertson, MA
    Stevenson, RL
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2005, 15 (01) : 27 - 38
  • [9] DCT quantization noise in compressed images
    Robertson, MA
    Stevenson, RL
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL I, PROCEEDINGS, 2001, : 185 - 188
  • [10] Deblocking DCT-based compressed images with weighted total variation
    Alter, F
    Durand, S
    Froment, J
    2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL III, PROCEEDINGS: IMAGE AND MULTIDIMENSIONAL SIGNAL PROCESSING SPECIAL SESSIONS, 2004, : 221 - 224