Browse > Article
http://dx.doi.org/10.3837/tiis.2011.03.008

Hybrid No-Reference Video Quality Assessment Focusing on Codec Effects  

Liu, Xingang (School of Electronic Engineering, University of Electronic Science and Technology of China)
Chen, Min (School of Computer Science and Engineering, Seoul National University)
Wan, Tang (College of Computer Science, South-Central University for Nationalities)
Yu, Chen (School of Computer Science and Technology, Huazhong University of Science and Technology)
Publication Information
KSII Transactions on Internet and Information Systems (TIIS) / v.5, no.3, 2011 , pp. 592-606 More about this Journal
Abstract
Currently, the development of multimedia communication has progressed so rapidly that the video program service has become a requirement for ordinary customers. The quality of experience (QoE) for the visual signal is of the fundamental importance for numerous image and video processing applications, where the goal of video quality assessment (VQA) is to automatically measure the quality of the visual signal in agreement with the human judgment of the video quality. Considering the codec effect to the video quality, in this paper an efficient non-reference (NR) VQA algorithm is proposed which estimates the video quality (VQ) only by utilizing the distorted video signal at the destination. The VQA feature vectors (FVs) which have high relationships with the subjective quality of the distorted video are investigated, and a hybrid NR VQA (HNRVQA) function is established by considering the multiple FVs. The simulation results, testing on the SDTV programming provided by VCEG Phase I, show that the proposed algorithm can represent the VQ accurately, and it can be used to replace the subjective VQA to measure the quality of the video signal automatically at the destinations.
Keywords
Video quality assessment; no reference; feature vector; codec effects;
Citations & Related Records

Times Cited By Web Of Science : 1  (Related Records In Web of Science)
Times Cited By SCOPUS : 2
연도 인용수 순위
  • Reference
1 X. Liu, K. Yoo and S. Kim, "Low complexity Intra prediction algorithm for MPEG-2 to H.264/AVC transcoder," IEEE Transaction on Consumer Electronics, vol. 56, no. 2, pp. 987-994, May, 2010.   DOI
2 X. Liu, J. Wu, J. Liu and K.Y. Yoo, "Hybrid full reference video quality measurement for SDTV service", in Proc. of the 2007 KSPC, vol. 20, no. 1, Oct. 2007.
3 L. Zhou, N. Xiong, L. Shu, A. Vasilakos and S.-S. Yeo, "Context-Aware Multimedia Service in Heterogeneous Networks," IEEE Intelligent Systems, vol. 25, no. 2, pp. 40-47, Mar. 2010.   DOI
4 K. Krajsek and R. Mester, "Signal and Noise adapted Filters for Differential Motion Estimation," Lecture Note in Computer Science, vol. 3663, pp. 476-484, Springer Berlin, Sep. 2005.
5 L. Zhou, B. Geller, B. Zheng, A. Wei and J. Cui, "System Scheduling for Multi-Description Video Streaming Over Wireless Multi-Hop Networks," IEEE Transactions on Broadcasting, vol. 55, no. 4, pp. 731-741, Dec. 2009.   DOI
6 J.Wu, X. Liu and K.Y. Yoo, "A temporal error concealment method for H.264/AVC using motion vector recovery," IEEE Trans. on Consumer Electronics, vol. 54, no. 4, pp. 1880-1885, Nov. 2008.   DOI
7 L.S. Aiken and S.G. West, "Multiple Regression: Testing and Interpreting Interactions," Sage, Thousand Oaks, Ca, 1991.
8 Z. Wang, A.C. Bovik, H.R. Sheikh and E.P. Simoncelli, "Image quality assessment: from error visibility to structural similarity," IEEE Transactions on Image Processing, vol. 13, no. 4, pp. 600-612, April 2004.   DOI   ScienceOn
9 Y. Yang, P. Cao, Y. Yang and S. Wang, "Corollary discharge circuits for saccadic modulation of the pigeon visual system," Nature Neuroscience, vol. 11, pp. 595-602, 2008.   DOI   ScienceOn
10 C. F. Lai, Y. M. Huang and H.C. Chao, "DLNA-based Multimedia Sharing System for OSGI Framework with Extension to P2P Network," IEEE Systems Journal, vol. 4, No. 2, pp 262-270, 2010.   DOI
11 QEG Phase I SDTV video sequences and DMOS.
12 R. Muijs and I. Kirenko, "A No-Reference Blocking Artifact Measure for Adaptive Video Processing," in Proc. of the 13th European Signal Processing Conference, Antalya, Turkey, September 2005.
13 "Objective perceptual video quality measurement techniques for digital broadcast television in the presence of a full reference, " ITU-R Draft New Recommendation J.144, 2003
14 D. Richard and X.D. Yang, "Existing and emerging image quality metrics," in Proc. of Canadian Conference on Electrical and Computer Engineering, pp. 1906-1913, May 2005.
15 J.S. Pan, F.R.Mclnnes and M.A. Jack, "Bound for Minkowski metric or quadratic metric applied to VQ codeword search," IEE Proc. of Vision, Image and Signal Processing, vol. 143, pp. 67-71, Feb. 1996.
16 I. Avcibas, B. Sankur and K. Sayood, "Statistical evaluation of image quality measures," Journal of Electronic Imaging, vol. 11, no. 2, pp. 206-23, April 2002.   DOI   ScienceOn
17 M. Tao, X. Hua, C. Zhu, H. Zhou and S. Li, "Home video visual quality assessment with spatiotemporal factors," IEEE Transactions on Circuits and Systems for Video Technology, vol. 17, no. 6, pp. 699-706, June 2007.   DOI
18 Z. Wang, H. Sheikh, and A. Bovik, "No-reference perceptual quality assessment of JPEG compressed images," in Proc. of IEEE International Conference on Image Processing, pp. 477-480, September 2002.
19 Q. Huynh-Thu and M. Ghanbari, "Impact of jitter and jerkiness on perceived video quality," in Proc. of International Workshop on Video Processing Quality Metrics, Scottsdale, USA, Jan. 2006.
20 P. Marziliano, F. Dufaux, S. Winkler and T. Ebrahimi, "A no-reference perceptual blur metric," in Proc. of the International Conference on Image Processing, vol. 3, pp. 57-60, 2002.
21 P. Lecallet, C. Viard-Gaudin, S. Pechard and E. Caillault, "No reference and reduced reference video quality metrics for end to end monitoring," IEICE Transactions on Communication, vol. E89-B, no. 2, pp. 289-296, Feb. 2006.   DOI   ScienceOn
22 L. Zhou, X. Wang, W. Tu, G. Mutean and B. Geller, "Distributed Scheduling Scheme for Video Streaming over Multi-Channel Multi-Radio Multi-Hop Wireless Networks," IEEE Journal on Selected Areas in Communications, vol. 28, no. 3, pp. 409-419, Apr. 2010.