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Obstacle-aware indoor pathfinding using point clouds

TLDR
This work proposes the use of point clouds for obstacle-aware indoor pathfinding by reconstructing semantically rich 3D models of building structural elements in order to extract initial navigational information.
Abstract
With the rise of urban population, updated spatial information of indoor environments is needed in a growing number of applications. Navigational assistance for disabled or aged people, guidance for robots, augmented reality for gaming, and tourism or training emergency assistance units are just a few examples of the emerging applications requiring real three-dimensional (3D) spatial data of indoor scenes. This work proposes the use of point clouds for obstacle-aware indoor pathfinding. Point clouds are firstly used for reconstructing semantically rich 3D models of building structural elements in order to extract initial navigational information. Potential obstacles to navigation are classified in the point cloud and directly used to correct the path according to the mobility skills of different users. The methodology is tested in several real case studies for wheelchair and ordinary users. Experiments show that, after several iterations, paths are readapted to avoid obstacles.

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Urban 3D modeling with mobile laser scanning: a review

TL;DR: The latest advances in 3D modeling of theLiDAR-based mobile mapping system (MMS) point cloud, including LiDAR Simultaneous Localization and Mapping (SLAM), point cloud registration, feature extraction, object extraction, semantic segmentation, and deep learning processing are reviewed.
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A Generic Approach toward Indoor Navigation and Pathfinding with Robust Marker Tracking

TL;DR: A low-cost, and extendable framework for indoor navigation that can guide users toward their destination in an efficient and accurate manner is proposed.
Journal ArticleDOI

BIM and Computer Vision-Based Framework for Fire Emergency Evacuation Considering Local Safety Performance.

TL;DR: In this paper, a framework focusing on the local safety performance is proposed for emergency evacuation navigation for people trapped in the fire in public buildings, which automatically constructs geometry network model (GNM) through Industry Foundation Classes (IFC) and integrates computer vision for indoor positioning.
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Recent advances in vision-based indoor navigation: A systematic literature review

TL;DR: In this paper , the authors reviewed the current state-of-the-art vision-based indoor navigation methods using the systematic literature review (SLR) methodology for article searching, selection, and quality assessments.
Posted Content

Voxel-Based Indoor Reconstruction From HoloLens Triangle Meshes

TL;DR: In this paper, a voxel-based approach for automated indoor reconstruction from unstructured three-dimensional geometries like triangle meshes is presented, which is not restricted to Manhattan World scenarios and does not rely on room surfaces being planar.
References
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Journal ArticleDOI

Automatic reconstruction of as-built building information models from laser-scanned point clouds: A review of related techniques

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Journal Article

Automatic Reconstruction of As-Built Building Information Models from Laser-Scanned Point Clouds: A Review of Related Techniques | NIST

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