吉林大学学报(工学版) ›› 2013, Vol. 43 ›› Issue (01): 212-217.

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No-reference video quality assessment based on distortion estimation

LIN Xiang-yu1,2, TIAN Xiang1,2, CHEN Yao-wu1,2   

  1. 1. Institute of Advanced Digital Technology and Instrumentation, Zhejiang University, Hangzhou 310027, China;
    2. Zhejiang Provincial Key Laboratory for Network Multimedia Technologies, Hangzhou 310027, China
  • Received:2011-11-18 Online:2013-01-01 Published:2013-01-01

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Abstract: In order to increase the prediction accuracy and generality of video quality assessment, a no-reference video quality assessment method based on distortion estimation is proposed. In this method, first, the local distortion is calculated using the statistical characteristics of the difference between contiguous pixels and the global distortion is calculated by measuring the detail loss of the video after Gaussian Filtering; then, the video distortion is estimated by the combination of the local and global distortions. Second, the video complexity is calculated through intra and inter frame prediction. Finally, the objective video quality is obtained utilizing both the video distortion and complexity. Experiment results show that using the proposed method can achieve better accuracy and generality compared with other methods.

Key words: communication, distortion, video complexity, no-reference video quality assessment

CLC Number: 

  • TN919.8
[1] Wang Z, Bovik A C, Sheikh H R, et al. Image quality assessment: from error visibility to structural similarity[J]. IEEE Transactions on Image Processing, 2004, 13(4): 600-612.

[2] Wang Z, Lu L, Bovik A C. Video quality assessment based on structural distortion measurement[J].Image Communication,2004,19(2):121-132.

[3] Seshadrinathan K, Bovik A C. Motion tuned spatio-temporal quality assessment of natural videos[J]. IEEE Transactions on Image Processing, 2010, 19(2): 335-350.

[4] Eden A. No-reference estimation of the coding PSNR for H.264-coded sequences[J]. IEEE Transactions on Consumer Electronic, 2007, 53(2): 667-674.

[5] Yang F, Wan S, Chang Y, et al. A novel objective no-reference metric for digital video quality assessment[J]. IEEE Signal Processing Letters, 2005, 12(10): 685-688.

[6] Brandao T, Queluz M P. No-reference image quality assessment based on DCT domain statistics[J]. Signal Processing, 2008, 88(4): 822-833.

[7] Ma L, Li S, Zhang F. Reduced-reference image quality assessment using reorganized DCT-based image representation[J]. IEEE Transactions on Multimudia, 2011, 13(4): 824-829.

[8] Joint Video Team. H.264/AVC software coordination[DB/OL].[2010-06-26]http://iphome.hhi.de/suehring/tml/.

[9] Seshadrinathan K, Soundararajan R, Bovik A C, et al. A subjective study to evaluate video quality assessment algorithms//Proceedings of Human Vision and Electronic Imaging XV, San Jose, 2010.

[10] Seshadrinathan K, Soundararajan R, Bovik A C, et al. Study of subjective and objective quality assessment of video[J]. IEEE Transactions on Image Processing, 2010, 19(6):1427-1441.

[11] Sheikh H R, Sabir M F, Bovik A C. A statistical evaluation of recent full reference image quality assessment algorithms[J]. IEEE Transactions on Image Processing, 2006, 15(11):3440-3451.
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