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Computer Sciences

2019

Computer vision

McKelvey School of Engineering Theses & Dissertations

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Structured Indoor Modeling, Chen Liu May 2019

Structured Indoor Modeling, Chen Liu

McKelvey School of Engineering Theses & Dissertations

In this dissertation, we propose data-driven approaches to reconstruct 3D models for indoor scenes which are represented in a structured way (e.g., a wall is represented by a planar surface and two rooms are connected via the wall). The structured representation of models is more application ready than dense representations (e.g., a point cloud), but poses additional challenges for reconstruction since extracting structures requires high-level understanding about geometries. To address this challenging problem, we explore two common structural regularities of indoor scenes: 1) most indoor structures consist of planar surfaces (planarity), and 2) structural surfaces (e.g., walls and floor) can …