Graph-Based Depth Denoising & Dequantization for Point Cloud Enhancement

A 3D point cloud is typically constructed from depth measurements acquired by sensors at one or more viewpoints. The measurements suffer from both quantization and noise corruption. To improve quality, previous works denoise a point cloud a posteriori after projecting the imperfect depth data onto 3...

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Veröffentlicht in:IEEE transactions on image processing 2022, Vol.31, p.6863-6878
Hauptverfasser: Zhang, Xue, Cheung, Gene, Pang, Jiahao, Sanghvi, Yash, Gnanasambandam, Abhiram, Chan, Stanley H.
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Sprache:eng
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