25 February 2012 Mixed-resolution view synthesis using non-local means refined image merging
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Abstract
Synthesizing novel views from originally available camera perspectives via depth maps is a key issue in the 3D video domain. Up to now, several high-resolution cameras are needed to obtain high-quality intermediate synthesized views. One possibility to reduce costs with regard to the used camera array is to replace some cameras by low-resolution cameras, which are cheaper on the one hand, but provide a much poorer image quality on the other hand. Unfortunately, some of the information inside the desired intermediate view may only be available in the low-resolution reference. Thus, the image quality of the low-resolution reference has a big influence on the visual quality of the synthesized view. This paper proposes a postprocessing step for the synthesized view, based on the non-local means algorithm. Thereby, all areas inserted from the low-resolution reference get efficiently adapted to their high-resolution environment. It is shown, that the non-local means refined image merging leads to a PSNR gain of up to 0.90 dB compared to an unrefined mixed-resolution setup. The approach can be easily extended to a hole-filling algorithm and yields a PSNR gain of up to 0.81 dB for hole areas compared to a reference hole-filling algorithm. The subjective image quality also increases convincingly in both applications.
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Thomas Richter, Michael Schöberl, Jürgen Seiler, Tobias Tröger, André Kaup, "Mixed-resolution view synthesis using non-local means refined image merging", Proc. SPIE 8288, Stereoscopic Displays and Applications XXIII, 82881K (25 February 2012); doi: 10.1117/12.906552; https://doi.org/10.1117/12.906552
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