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Author:

Li, Leida (Li, Leida.) | Zhou, Yu (Zhou, Yu.) | Gu, Ke (Gu, Ke.) (Scholars:顾锞) | Lin, Weisi (Lin, Weisi.) | Wang, Shiqi (Wang, Shiqi.)

Indexed by:

Scopus SCIE

Abstract:

Depth-image-based rendering (DIBR) is a fundamental technique in free viewpoint video, which is widely adopted to synthesize virtual viewpoints. The warping and rendering operations in DIBR generally introduce geometric distortions and sharpness change. The state-of-the-art quality indices are limited in dealing with such images since they are sensitive to geometric changes. In this paper, a new quality model for DIBR-synthesized view images is presented by measuring LOcal Geometric distortions in disoccluded regions and global Sharpness (LOGS). A disoccluded region detection method is first proposed using SIFT-flow-based warping. Then, the sizes and distortion strength of local disoccluded regions are combined to generate a score. Furthermore, a reblurring-based strategy is proposed to quantify the global sharpness. Finally, the overall quality score is calculated by pooling the scores of local disoccluded regions and global sharpness. Experiments on four public DIBR-synthesized image/video databases show the superiority of the proposed metric over the state-of-the-art quality models. The proposed method is further adopted for boosting the performances of existing quality metrics and benchmarking DIBR algorithms, both achieving very promising results.

Keyword:

view synthesis ranking-based weighting disoccluded region DIBR sharpness quality evaluation

Author Community:

  • [ 1 ] [Li, Leida]China Univ Min & Technol, Sch Informat & Control Engn, Xuzhou 221116, Peoples R China
  • [ 2 ] [Zhou, Yu]China Univ Min & Technol, Sch Informat & Control Engn, Xuzhou 221116, Peoples R China
  • [ 3 ] [Gu, Ke]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing, Peoples R China
  • [ 4 ] [Lin, Weisi]Nanyang Technol Univ, Sch Comp Sci & Engn, Singapore 639798, Singapore
  • [ 5 ] [Wang, Shiqi]City Univ Hong Kong, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China

Reprint Author's Address:

  • [Zhou, Yu]China Univ Min & Technol, Sch Informat & Control Engn, Xuzhou 221116, Peoples R China

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Source :

IEEE TRANSACTIONS ON MULTIMEDIA

ISSN: 1520-9210

Year: 2018

Issue: 4

Volume: 20

Page: 914-926

7 . 3 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:161

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 87

SCOPUS Cited Count: 94

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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