Objective Image Quality Metrics for DCT-Based Video Compression
Metadata
- Publisher
- SMPTE — White Plains, NY
- Doc Type
- Conference Paper
- Content Type
- Original Research
- Volume
- 2002, No. 5, pp. 1–13
- Abstract
- Image quality assessment on compressed digital video is an indispensable task in tuning compression algorithms for different applications as well as evaluating different encoding algorithms, implementations and encoder/decoder products. Since in most compressed video communication applications the ultimate viewers are human beings, it is desirable that the results of an image quality assessment procedure be consistent with the quality perceived by a typical viewer. The design of truly human visual system (HVS) compatible objective image quality metrics, consequently becomes a task of extreme importance. Block based application of the Discrete Cosine Transform (DCT) became the data compression tool of choice in many international video and image compression standards (MPEG-1, MPEG-2 (H.262), MPEG-4, H.261, H.263, H.263+, H.263++, JPEG) owing to its many desirable features. Nevertheless, the manner block based DCT is applied as well as information quantization in the transform domain lead to undesirable compression artifacts. In this paper, three objective image quality metrics are introduced. These metrics are designed to quantify the severity of the three major types of artifacts associated with block DCT based image/video compression schemes, in a manner compatible with HVS. In a vendor transparent manner, experimental results from some commercially available encoding applications are reported to illustrate the practical usefulness of the proposed metrics to assess compressed image quality aside from their theoretical significance.
- Publication Date
- 2002-02-01
- DOI
10.5594/M00222- Link
- https://doi.org/10.5594/M00222
- Author(s)
- Seyfullah Halit OguzEMC Corporation, Media Solutions Group Engineering Hopkinton, MassachusettsAvri FaibishEMC Corporation, Media Solutions Group Engineering Hopkinton, MassachusettsSorin FaibishEMC Corporation, Media Solutions Group Engineering Hopkinton, MassachusettsGerald CotterEMC Corporation, Media Solutions Group Engineering Hopkinton, Massachusetts
- Copyright
- © 2002 Society of Motion Picture and Television Engineers, Inc.
Bibliographic Reference(s)
- [1] ITU-R Recommendation BT.500-10: “Methodology for the subjective assessment of the quality of television pictures.” ITU , Geneva, Switzerland , 1998 . EXTERNAL
- [10] Ahmed N. Natarajan T. Rao K. R. , “On Image Processing and a Discrete Cosine Transform,” IEEE Transactions on Computers , Vol. 23 , No. 1 , pp. 90 – 93 , 1974 . EXTERNAL
- [11] Rao K. R. Yip P. , “Discrete Cosine Transform,” Academic Press , 1990 . EXTERNAL
- [12] http://cm.bell-labs.com/who/jelena/Courses/98_ICASSP/Gibbs/Gibbs.html . EXTERNAL
- [13] Oguz S. H. , “Morphological Post-Filtering of Ringing and Lost Data Concealment in Generalized Lapped Orthogonal Transform Based Image and Video Coding,” Ph.D. Thesis, University of Wisconsin - Madison, Madison July 1999 . Chapter 2 “Ringing Artifact Filtering: The Algorithm” Chapter 3 “Ringing Artifact Filtering: Edge Detection, Filtering Mask Generation and Parameter Estimation”. EXTERNAL
- [14] Oguz S. H. Hu Y. H. Nguyen T. Q. , “Image Coding Ringing Artifact Reduction Using Morphological Post-Filtering,” Proceedings of the IEEE Signal Processing Society 1998 International Workshop on Multimedia Signal Processing , pp. 628 – 633 , Redondo Beach, California, December 7–9, 1998 . EXTERNAL
- [15] Ahumada A. J. Jr. Horng R. , “De-blocking DCT Compressed Images,” in Rogowitz B. Allebach J. , eds., Human Vision, Visual Processing, and Digital Display V, SPIE Proceedings, Vol. 2179, pp. 109 – 116 , 1994 . EXTERNAL
- [16] Karunasekera S. A. Kingsbury N. G. , “A Distortion Measure for Blocking Artifacts in Images Based on Human Visual Sensitivity,” IEEE Transactions on Image Processing , Vol. 4 , No. 6 , pp. 713 – 724 , 1995 . EXTERNAL
- [17] Miyahara M. Kotani K. , “Block Distortion in Orthogonal Transform Coding—Analysis, Minimization and Distortion Measure,” IEEE Transactions on Communications , Vol. 33 , No. 1 , pp. 90 – 96 , 1985 . EXTERNAL
- [18] Yu Z. , “Vision Model Based Impairment Metric to Evaluate Blocking Artifacts in Digital Video,” Proceedings of IEEE , 2001 . EXTERNAL
- [19] Vlachos T. , “Detection of Blocking Artifacts in Compressed Video,” Electronics Letters , Vol. 36 , No. 13 , pp. 1106 – 1108 , 2000 . EXTERNAL
- [2] Wandell B. A. , “Foundations of Vision,” Sinauer Associates, Inc. Sunderland, Massachusetts , 1995 . EXTERNAL
- [20] Wang Z. Bovik A. C. Evans B. L. , “Blind Measurement of Blocking Artifacts in Images,” Proceedings of ICIP-2000 , Vol. 3 , pp. 981 – 984 , Vancouver, Canada, 2000 . EXTERNAL
- [21] Wu H. R. Yuen M. , “A Generalized Block-Edge Impairment Metric for Video Coding,” IEEE Signal Processing Letters , Vol. 4 , No. 11 , pp. 317 – 320 , 1997 . EXTERNAL
- [22] Tran T. D. Nguyen T. Q. , “A Progressive Transmission Image Coder Using Linear Phase Uniform Filterbanks as Block Transforms,” IEEE Transactions on Image Processing , Vol. 8 , No. 11 , pp. 1493 – 1507 , November 1999 . EXTERNAL
- [3] Cermak G. W. Wolf S. Tweedy E. P. Pinson M. H. Webster A. A. , “Validating Objective Measures of MPEG Video Quality,” SMPTE Journal , Vol. 107 , No. 4 , pp. 226 – 235 , April 1998 . EXTERNAL
- [4] Miyahara M. Kotani K. Algazi V. R. , “Objective Picture Quality Scale (PQS) for Image Coding,” IEEE Transactions on Communications , Vol. 46 , No. 9 , pp. 1215 – 1226 , September 1998 . EXTERNAL
- [5] Corriveau P. Webster A. , “VQEG Evaluation of Objective Methods of Video Quality Assessment,” SMPTE Journal , Vol. 108 , No. 9 , pp. 645 – 648 , September 1999 . EXTERNAL
- [6] Hamberg R. de Ridder H. , “Time- varying Image Quality: Modeling the elation Between Instantaneous and Overall Quality,” SMPTE Journal , Vol. 108 , No. 11 , pp. 802 – 811 , November 1999 . EXTERNAL
- [7] Huang Y. Schultheiss P. M. , “Block Quantization of Correlated Gaussian Random Variables,” IEEE Transactions on Communication Systems , pp. 289 – 296 , September 1963 . EXTERNAL
- [8] Jayant N. S. Noll P. , “Digital Coding of Waveforms, Principles and Applications to Speech and Video,” Prentice-Hall, Inc. , New Jersey 1984 . EXTERNAL
- [9] Tekalp A. M. , “Digital Video Processing,” Prentice-Hall PTR , New Jersey 1995 . EXTERNAL
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Seyfullah Halit Oguz, Avri Faibish, Sorin Faibish, and Gerald Cotter; Objective Image Quality Metrics for DCT-Based Video Compression, SMPTE Meetings and Conferences ( February 2002); SMPTE, 2002. Available at https://doi.org/10.5594/M00222
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Seyfullah Halit Oguz, Avri Faibish, Sorin Faibish, and Gerald Cotter; Objective Image Quality Metrics for DCT-Based Video Compression, SMPTE Meetings and Conferences ( February 2002); SMPTE, 2002. Available at https://doi.org/10.5594/M00222
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Seyfullah Halit Oguz, Avri Faibish, Sorin Faibish, and Gerald Cotter; Objective Image Quality Metrics for DCT-Based Video Compression, SMPTE Meetings and Conferences ( February 2002); SMPTE, 2002. Available at https://doi.org/10.5594/M00222
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<span class="citation">Seyfullah Halit Oguz, Avri Faibish, Sorin Faibish, and Gerald Cotter; <cite>Objective Image Quality Metrics for DCT-Based Video Compression</cite>, SMPTE Meetings and Conferences ( February 2002); SMPTE, 2002. Available at <a href="https://doi.org/10.5594/M00222" target="_blank" rel="noopener">https://doi.org/10.5594/M00222</a></span>
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Seyfullah Halit Oguz, Avri Faibish, Sorin Faibish, and Gerald Cotter; Objective Image Quality Metrics for DCT-Based Video Compression, SMPTE Meetings and Conferences ( February 2002); SMPTE, 2002
doi: 10.5594/M00222
url: https://doi.org/10.5594/M00222
doi: 10.5594/M00222
url: https://doi.org/10.5594/M00222
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<li> Seyfullah Halit Oguz, Avri Faibish, Sorin Faibish, and Gerald Cotter; <cite id="bib-10-5594-m00222">Objective Image Quality Metrics for DCT-Based Video Compression</cite>, SMPTE Meetings and Conferences ( February 2002); SMPTE, 2002 <span class="doi">10.5594/M00222</span> </li>