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Edge-Preserving Depth Map Super-Resolution with Intensity Guidance
作者姓名:Xiaochuan Wang  Xiaohui Liang
作者单位:State Key Laboratory of Virtual Reality Technology and System, Beihang University, Beijing 100191, China,State Key Laboratory of Virtual Reality Technology and System, Beihang University, Beijing 100191, China
基金项目:Supported by the National Natural Science Foundation of China(61572058)
摘    要:Depth discontinuity edge affects the visual quality of synthesized images in 3D image warping. However, it suffers from accuracy degradation when up-sampled from low-resolution depth maps, especially at large scaling factors. To preserve the accuracy of depth discontinuity, a novel joint bilateral depth super-resolution with intensity guidance method is proposed. Particularly, the fast local intensity classification is exploited to estimate depth coefficients in joint bilateral up-sampling for depth maps, so as to eliminate depth discontinuity edge misalignment. Additionally, the proposed method is accelerated on graphic processing units (GPUs) to meet the requirement of real-time application. Experiments demonstrate that our method can preserve the accuracy of depth discontinuity edges after super resolution, leveraging the visual quality of synthesized image in 3D image warping.

关 键 词:super  resolution  depth  map  joint  bilateral  filter  3D  image  warping  synthesized  image
收稿时间:2018/1/17 0:00:00

Edge-Preserving Depth Map Super-Resolution with Intensity Guidance
Xiaochuan Wang,Xiaohui Liang.Edge-Preserving Depth Map Super-Resolution with Intensity Guidance[J].Journal of Beijing Institute of Technology,2019,28(1):51-56.
Authors:Xiaochuan Wang and Xiaohui Liang
Abstract:Depth discontinuity edge affects the visual quality of synthesized images in 3D image warping.However,it suffers from accuracy degradation when up-sampled from low-resolution depth maps,especially at large scaling factors.To preserve the accuracy of depth discontinuity,a novel joint bilateral depth super-resolution with intensity guidance method is proposed.Particularly,the fast local intensity classification is exploited to estimate depth coefficients in joint bilateral up-sampling for depth maps,so as to eliminate depth discontinuity edge misalignment.Additionally,the proposed method is accelerated on graphic processing units(GPUs)to meet the requirement of realtime application.Experiments demonstrate that our method can preserve the accuracy of depth discontinuity edges after super resolution,leveraging the visual quality of synthesized image in 3D image warping.
Keywords:super resolution  depth map  joint bilateral filter  3D image warping  synthesized image
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