Title
Objective image quality assessment of 3D synthesized views.
Abstract
Depth-Image-Based-Rendering (DIBR) techniques are essential for three-dimensional (3D) video applications such as 3D Television (3DTV) and Free-Viewpoint Video. However, this process is based on 3D warping and can induce serious distortions whose impact on the perceived quality is far different from the one experienced in the 2D imaging processes. Since quality evaluation of DIBR-synthesized views is fundamental for the design of perceptually friendly 3D video systems, an appropriate objective quality metric targeting the assessment of DIBR-synthesized views is momentous. Most of the 2D objective quality metrics fail in assessing the visual quality of DIBR-synthesized views because they have not been conceived for addressing the specificities of DIBR-related distortions. In this paper, a new full-reference objective quality metric, 3DSwIM (3D Synthesized view Image Quality Metric), dedicated to artifacts detection in DIBR-synthesized view-points is presented. The proposed scheme relies on a comparison of statistical features of wavelet subbands of two input images: the original image and the DIBR-based synthesized image. A registration step is included before the comparison step so that best matching blocks are always compared to ensure “shifting-resilience”. In addition, a skin detection step weights the final quality score in order to penalize distorted blocks containing “skin-pixels” based on the assumption that a human observer is most sensitive to impairments affecting human subjects. Experimental tests show that the proposed method outperforms the conventional 2D and DIBR-dedicated quality metrics under test.
Year
DOI
Venue
2015
10.1016/j.image.2014.10.005
Signal Processing: Image Communication
Keywords
Field
DocType
Objective image quality,3D synthesized views,DIBR,Skin detection
Signal processing,Computer vision,Quality Score,Image warping,Computer science,Image quality,Subjective video quality,Software,Artificial intelligence,Observer (quantum physics),Wavelet
Journal
Volume
Issue
ISSN
30
C
0923-5965
Citations 
PageRank 
References 
54
1.55
16
Authors
5
Name
Order
Citations
PageRank
Federica Battisti129325.35
Emilie Bosc21105.45
Marco Carli325228.85
Patrick Le Callet41252111.66
Simone Perugia5541.55