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id caadria2023_43
authors Onishi, Ryo, Fukuda, Tomohiro and Yabuki, Nobuyoshi
year 2023
title Remote Sharing System for 3D Real Objects with Point Cloud Reconstruction Using Deep Learning Point Cloud Completion
source Immanuel Koh, Dagmar Reinhardt, Mohammed Makki, Mona Khakhar, Nic Bao (eds.), HUMAN-CENTRIC - Proceedings of the 28th CAADRIA Conference, Ahmedabad, 18-24 March 2023, pp. 381–390
doi https://doi.org/10.52842/conf.caadria.2023.2.381
summary Currently, teleconferencing via the internet is widely used in society. However, physical models such as design study models, which are often used in face-to-face meetings in the fields of architecture and urban design, cannot be shared in teleconferences where information is shared on a display. Telepresence is a technology for sharing 3D real objects at a distance that gives the sensation of sharing and experiencing the environment and objects at a remote location. As one such technology, a system has been developed in which the point cloud of a real object acquired by a camera is divided into objects by instance segmentation, and the divided point cloud is transmitted to the remote user, who can manipulate it on mixed reality. There is a problem of missing point clouds in areas not seen by the RGB-D camera, such as occlusion and the back of the camera. This research aims to develop a system that can remotely manipulate point clouds with more accurate geometry by using a point cloud completion technique based on deep learning to complement missing point clouds. This system is expected to contribute to smoother teleconferencing of remote participants.
keywords Remote meeting, Real-time sharing, Three-dimensional remote sharing, Mixed Reality, Point cloud completion
series CAADRIA
email
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