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Depth Map Completion by Jointly Exploiting Blurry Color Images and Sparse Depth Maps

Pan, Liyuan; Dai, Yuchao; Liu, Miaomiao; Porikli, Fatih

Description

We aim at predicting a complete and high-resolution depth map from incomplete, sparse and noisy depth measurements. Existing methods handle this problem either by exploiting various regularizations on the depth maps directly or resorting to learning based methods. When the corresponding color images are available, the correlation between the depth maps and the color images are used to improve the completion performance, assuming the color images are clean and sharp. However, in real world...[Show more]

CollectionsANU Research Publications
Date published: 2018
Type: Conference paper
URI: http://hdl.handle.net/1885/158118
DOI: 10.1109/WACV.2018.00155

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