Abstract

Technology used to automatically assess video quality plays a significant role in video processing areas. Because of the complexity of video media, there are great limitations to assess video quality with only one factor. We propose a new method using artificial random neural networks (RNNs) with motion evaluation as an estimation of perceived visual distortion. The results are obtained through a nonlinear fitting procedure and well correlated with human perception. Compared with other methods, the proposed method performs more adaptable and accurate predictions.

© 2009 Chinese Optics Letters

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  1. J. Pang, R. Zhang, H. Zhang, X. Huang, and Z. Liu, Chin. Opt. Lett. 6, 491 (2008).
  2. Video Quality Experts Group, "Final report from the Video Quality Experts Group on the validation of objective models of video quality assessment" (March 2000) available online at http://www.vqeg.org/ (September 24,2009).
  3. Video Quality Experts Group, "Methodology for the subjective assessment of the quality of television pictures", (September 1998) available online at http://www.vqeg.org/ (September 24, 2009).
  4. A. C. F. Pessoa, A. X. Falcao, A. E. F. e Silva, R. M. Nishihara, and R. A. Lotufo, SMPTE Journal 108, 865 (1999).
  5. A. B. Watson, Proc. SPIE 1913, 202 (1993).
  6. Y.-K. Lai and C.-C. J. Kuo, J. Vis. Commun. Image Represent. 11, 17 (2000).
  7. Z. Wang, L. Lu, and A. C. Bovik, Signal Process.: Image Commun. 19, 121 (2004).
  8. Z. Yu and H. R. Wu, in Proceedings of ICSP2000 1088 (2000).
  9. Y. Zhang, M. Li, J. Qiao, and G. Liu, Acta Opt. Sin. (in Chinese) 28, 2104 (2008).
  10. L. Pan, K. Tu, P. Liu, X. Zou, and X. Shao, Chinese J. Lasers (in Chinese) 35, (s2) 355 (2008).
  11. E. Gelenbe, Neural Comput. 5, 154 (1993).
  12. H. Bakircio?glu and T. Ko¸cak, Eur. J. Operat. Res. 126, 319 (2000).

2008 (2)

J. Pang, R. Zhang, H. Zhang, X. Huang, and Z. Liu, Chin. Opt. Lett. 6, 491 (2008).

Y. Zhang, M. Li, J. Qiao, and G. Liu, Acta Opt. Sin. (in Chinese) 28, 2104 (2008).

2004 (1)

Z. Wang, L. Lu, and A. C. Bovik, Signal Process.: Image Commun. 19, 121 (2004).

2000 (2)

Y.-K. Lai and C.-C. J. Kuo, J. Vis. Commun. Image Represent. 11, 17 (2000).

H. Bakircio?glu and T. Ko¸cak, Eur. J. Operat. Res. 126, 319 (2000).

1999 (1)

A. C. F. Pessoa, A. X. Falcao, A. E. F. e Silva, R. M. Nishihara, and R. A. Lotufo, SMPTE Journal 108, 865 (1999).

1993 (2)

A. B. Watson, Proc. SPIE 1913, 202 (1993).

E. Gelenbe, Neural Comput. 5, 154 (1993).

Bakircio?glu, H.

H. Bakircio?glu and T. Ko¸cak, Eur. J. Operat. Res. 126, 319 (2000).

Bovik, A. C.

Z. Wang, L. Lu, and A. C. Bovik, Signal Process.: Image Commun. 19, 121 (2004).

Falcao, A. X.

A. C. F. Pessoa, A. X. Falcao, A. E. F. e Silva, R. M. Nishihara, and R. A. Lotufo, SMPTE Journal 108, 865 (1999).

Gelenbe, E.

E. Gelenbe, Neural Comput. 5, 154 (1993).

Huang, X.

Ko¸cak, T.

H. Bakircio?glu and T. Ko¸cak, Eur. J. Operat. Res. 126, 319 (2000).

Kuo, C.-C. J.

Y.-K. Lai and C.-C. J. Kuo, J. Vis. Commun. Image Represent. 11, 17 (2000).

Lai, Y.-K.

Y.-K. Lai and C.-C. J. Kuo, J. Vis. Commun. Image Represent. 11, 17 (2000).

Li, M.

Y. Zhang, M. Li, J. Qiao, and G. Liu, Acta Opt. Sin. (in Chinese) 28, 2104 (2008).

Liu, G.

Y. Zhang, M. Li, J. Qiao, and G. Liu, Acta Opt. Sin. (in Chinese) 28, 2104 (2008).

Liu, Z.

Lotufo, R. A.

A. C. F. Pessoa, A. X. Falcao, A. E. F. e Silva, R. M. Nishihara, and R. A. Lotufo, SMPTE Journal 108, 865 (1999).

Lu, L.

Z. Wang, L. Lu, and A. C. Bovik, Signal Process.: Image Commun. 19, 121 (2004).

Nishihara, R. M.

A. C. F. Pessoa, A. X. Falcao, A. E. F. e Silva, R. M. Nishihara, and R. A. Lotufo, SMPTE Journal 108, 865 (1999).

Pang, J.

Pessoa, A. C. F.

A. C. F. Pessoa, A. X. Falcao, A. E. F. e Silva, R. M. Nishihara, and R. A. Lotufo, SMPTE Journal 108, 865 (1999).

Qiao, J.

Y. Zhang, M. Li, J. Qiao, and G. Liu, Acta Opt. Sin. (in Chinese) 28, 2104 (2008).

Silva, A. E. F. e

A. C. F. Pessoa, A. X. Falcao, A. E. F. e Silva, R. M. Nishihara, and R. A. Lotufo, SMPTE Journal 108, 865 (1999).

Wang, Z.

Z. Wang, L. Lu, and A. C. Bovik, Signal Process.: Image Commun. 19, 121 (2004).

Watson, A. B.

A. B. Watson, Proc. SPIE 1913, 202 (1993).

Zhang, H.

Zhang, R.

Zhang, Y.

Y. Zhang, M. Li, J. Qiao, and G. Liu, Acta Opt. Sin. (in Chinese) 28, 2104 (2008).

Acta Opt. Sin. (in Chinese) (1)

Y. Zhang, M. Li, J. Qiao, and G. Liu, Acta Opt. Sin. (in Chinese) 28, 2104 (2008).

Chin. Opt. Lett. (1)

Eur. J. Operat. Res. (1)

H. Bakircio?glu and T. Ko¸cak, Eur. J. Operat. Res. 126, 319 (2000).

J. Vis. Commun. Image Represent. (1)

Y.-K. Lai and C.-C. J. Kuo, J. Vis. Commun. Image Represent. 11, 17 (2000).

Neural Comput. (1)

E. Gelenbe, Neural Comput. 5, 154 (1993).

Proc. SPIE (1)

A. B. Watson, Proc. SPIE 1913, 202 (1993).

Signal Process.: Image Commun. (1)

Z. Wang, L. Lu, and A. C. Bovik, Signal Process.: Image Commun. 19, 121 (2004).

SMPTE Journal (1)

A. C. F. Pessoa, A. X. Falcao, A. E. F. e Silva, R. M. Nishihara, and R. A. Lotufo, SMPTE Journal 108, 865 (1999).

Other (4)

Video Quality Experts Group, "Final report from the Video Quality Experts Group on the validation of objective models of video quality assessment" (March 2000) available online at http://www.vqeg.org/ (September 24,2009).

Video Quality Experts Group, "Methodology for the subjective assessment of the quality of television pictures", (September 1998) available online at http://www.vqeg.org/ (September 24, 2009).

Z. Yu and H. R. Wu, in Proceedings of ICSP2000 1088 (2000).

L. Pan, K. Tu, P. Liu, X. Zou, and X. Shao, Chinese J. Lasers (in Chinese) 35, (s2) 355 (2008).

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