Abstract
A new global decoding strategy with Reduced-Reference (RR) metric is proposed to improve the Quality of Experience (QoE) in a wireless transmission context. The RR metric (FMRP) utilizes the magnitude and the relative phase information in the complex wavelet domain as the evaluation features. It determines the number of decoder layers to achieve the goal of evaluating the image in a consistent way with the Human Visual system (HVS). To evaluate the performance of the decoding strategy, we collected some distorted images in realistic channel attacks and recruited volunteers to do a large psychovisual test. The distorted images and the classification data of voluntary assessors are integrated into a database which is in a realistic wireless channel context quite different from the classic database. Experimental studies confirm that the decoding strategy is effective and improves the QoE while ensuring the Quality of Service (QoS).
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P.: Image quality assessment: from error visibility to structural similarity. IEEE Trans. Image Process. 13, 600–612 (2004)
Wang, Z., Simoncelli, E.P., Bovik, A.C.: Multiscale structural similarity for image quality assessment. In: Conference Record of the Thirty-Seventh Asilomar Conference on Signals, Systems and Computers, vol. 1392, pp. 1398–1402 (2004)
Zhang, L., Zhang, L., Mou, X., Zhang, D.: FSIM: a feature similarity index for image quality assessment. IEEE Trans. Image Process. 20, 2378–2386 (2011)
Wang, Z., Simoncelli, E.P.: Reduced-reference image quality assessment using a wavelet-domain natural image statistic model. In: Human Vision and Electronic Imaging X, pp. 149–160. International Society for Optics and Photonics (2005)
Dufaux, F., Nicholson, D.: JPWL: JPEG 2000 for wireless applications. In: Applications of Digital Image Processing XXVII, pp. 309–319. International Society for Optics and Photonics (2004)
Abot, J., Olivier, C., Perrine, C., Pousset, Y.: A link adaptation scheme optimized for wireless JPEG 2000 transmission over realistic MIMO systems. Sig. Process. Image Commun. 27, 1066–1078 (2012)
Abot, J., et al.: A robust content-based JPWL transmission over a realistic MIMO channel under perceptual constraints. In: 2011 18th IEEE International Conference on Image Processing (ICIP), pp. 3241–3244. IEEE (2011)
Kingsbury, N.: Complex wavelets for shift invariant analysis and filtering of signals. Appl. Comput. Harmon. Anal. 10, 234–253 (2001)
An, V., Oraintara, S.: A study of relative phase in complex wavelet domain: property, statistics and applications in texture image retrieval and segmentation. Sig. Process. Image Commun. 25, 28–46 (2010)
Dietterich, T.G., Bakiri, G.: Solving multiclass learning problems via error-correcting output codes. J. Artif. Intell. Res. 2, 263–286 (1994)
Chartois, Y., Pousset, Y., Vauzelle, R.: A SISO and MIMO radio channel characterization with a 3D ray tracing propagation model in urban environment. In: European Conference on Propagation and Systems, p. 8 (2005)
Tutorial, I.: Objective perceptual assessment of video quality: full reference television. In: ITU-T Telecommunication Standardization Bureau (2004)
Sheikh, H.R., Sabir, M.F., Bovik, A.C.: A statistical evaluation of recent full reference image quality assessment algorithms. IEEE Trans. Image Process. 15, 3440–3451 (2006)
Wang, Z., Wu, G., Sheikh, H.R., Simoncelli, E.P., Yang, E.H., Bovik, A.C.: Quality-aware images. IEEE Trans. Image Process. 15, 1680–1689 (2006)
Lin, Z., Tao, J., Zheng, Z.: Reduced-reference image quality assessment based on average directional information. In: IEEE International Conference on Signal Processing, pp. 787–791 (2015)
Lin, Z., Zheng, Z., Guo, R., Pei, L.: Reduced-reference image quality assessment based on phase information in complex wavelet domain, pp. 966–971 (2015)
Traoré, A., Carré, P., Olivier, C.: Quaternionic wavelet coefficients modeling for a reduced-reference metric. Sig. Process. Image Commun. 36, 127–139 (2015)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer Nature Switzerland AG
About this paper
Cite this paper
Xie, X., Carré, P., Perrine, C., Pousset, Y., Wu, J., Zhou, N. (2018). A Global Decoding Strategy with a Reduced-Reference Metric Designed for the Wireless Transmission of JPWL. In: Blanc-Talon, J., Helbert, D., Philips, W., Popescu, D., Scheunders, P. (eds) Advanced Concepts for Intelligent Vision Systems. ACIVS 2018. Lecture Notes in Computer Science(), vol 11182. Springer, Cham. https://doi.org/10.1007/978-3-030-01449-0_42
Download citation
DOI: https://doi.org/10.1007/978-3-030-01449-0_42
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-01448-3
Online ISBN: 978-3-030-01449-0
eBook Packages: Computer ScienceComputer Science (R0)