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Massive point cloud data management: Design, implementation and execution of a point cloud benchmark

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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-1-4612-0871-6_2openalex-snapshot
Hilbert’s Space-Filling Curve
inferredcites →https://doi.org/10.1007/978-1-4612-0871-6_3openalex-snapshot
Peano’s Space-Filling Curve
inferredcites →https://doi.org/10.1007/978-3-642-23737-9_9openalex-snapshot
Variable Granularity Space Filling Curve for Indexing Multidimensional Data
inferredcites →https://doi.org/10.1007/bf00288933openalex-snapshot
Quad trees a data structure for retrieval on composite keys
inferredcites →https://doi.org/10.1016/j.cageo.2011.05.005openalex-snapshot
Development of a hashing-based data structure for the fast retrieval of 3D terrestrial laser scanned data
inferredcites →https://doi.org/10.1016/j.cageo.2012.08.021openalex-snapshot
Octree-based indexing for 3D pointclouds within an Oracle Spatial DBMS
inferredcites →https://doi.org/10.1016/j.isprsjprs.2012.10.004openalex-snapshot
One billion points in the cloud – an octree for efficient processing of 3D laser scans
inferredcites →https://doi.org/10.1080/13658816.2013.809724openalex-snapshot
Vario-scale data structures supporting smooth zoom and progressive transfer of 2D and 3D data
inferredcites →https://doi.org/10.1145/2463676.2465306openalex-snapshot
Column imprints
inferredcites →https://doi.org/10.1145/373626.373678openalex-snapshot
Querying multi-dimensional data indexed using the Hilbert space-filling curve
inferredcites →https://doi.org/10.3390/ijgi2041038openalex-snapshot
Georeferenced Point Clouds: A Survey of Features and Point Cloud Management
inferredcites →https://doi.org/10.5281/zenodo.1045076openalex-snapshot
A Column-Store Meets The Point Clouds

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Realistic Benchmarks for Point Cloud Data Management Systems
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Lessons Learned with Laser Scanning Point Cloud Management in Hadoop HBase
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Web-Based Real-Time LADAR Data Visualization with Multi-user Collaboration Support
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A scalable and multi-purpose point cloud server (PCS) for easier and faster point cloud data management and processing
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Distributed processing of Dutch AHN laser altimetry changes of the built-up area
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Analysis of very large voxel datasets
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Radiometric fingerprinting of object surfaces using mobile laser scanning and semantic 3D road space models
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An accurate detection method for surface defects of complex components based on support vector machine and spreading algorithm
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Novel PCSE-based approach of inclined structures geometry analysis on the example of the Leaning Tower of Pisa
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Environmental thermal efficiency analysis and indoor green landscape design based on point cloud model
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Airborne laser scanning data storage and indexing: state-of-the-art review
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Using modular 3D digital earth applications based on point clouds for the study of complex sites
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Management Point Cloud Data based on GeoSOT-3D Subdivision Model
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MI-HCS: Monotonically Increasing Hilbert Code Segments for 3D Geospatial Query Window
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An Approach to Map Visibility in the Built Environment From Airborne LiDAR Point Clouds
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Template Matching for 3D Objects in Large Point Clouds Using DBMS
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Continuous Querying over Mobile Mapping Stream
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Efficient Encoding and Decoding Extended Geocodes for Massive Point Cloud Data
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Efficient LiDAR point cloud data encoding for scalable data management within the Hadoop eco-system
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A Distance-Window Based Real-Time Processing of Spatial Data Streams
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Research on spatial index structure of massive point clouds based on hybrid tree
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Dotloom: Toward a Decentralized Data Platform for Massive Three-Dimensional Point Clouds
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Use and categorization of Light Detection and Ranging vegetation metrics in avian diversity and species distribution research
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Benchmarking and improving point cloud data management in MonetDB
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In memory processing of massive point clouds for multi-core systems
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A spatial column-store to triangulate the Netherlands on the fly.
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Dictionary Compression in Point Cloud Data Management
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Dictionary Compression in Point Cloud Data Management
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A Robust and Scalable Pipeline for the Real-time Processing and Analysis of Massive 3D Spatial Streams
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Open software and standards in the realm of laser scanning technology
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Population Estimation Using a 3D City Model: A Multi-Scale Country-Wide Study in the Netherlands
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GIS navigation boosted by column stores
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Optimizing Healthcare Data Management in the Cloud: Leveraging Intelligent Schemas and Soft Computing Models for Security and Efficiency
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Heterogenous Spatial Data: Fusion, Modeling, and Analysis for GIS Applications
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Browser based 3D for the built environment
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Utilizing a Discrete Global Grid System for Handling Point Clouds with Varying Locations, Times, and Levels of Detail
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Big Data in Smart City: Management Challenges
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Trust Hardware Based Secured Privacy Preserving Computation System for Three-Dimensional Data
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Integrating NoSQL, Hilbert Curve, and R*-Tree to Efficiently Manage Mobile LiDAR Point Cloud Data
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Nationwide Point Cloud—The Future Topographic Core Data
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Model of Point Cloud Data Management System in Big Data Paradigm
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A Parallel N-Dimensional Space-Filling Curve Library and Its Application in Massive Point Cloud Management
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A Simple Semantic-Based Data Storage Layout for Querying Point Clouds
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Geospatial Data Management Research: Progress and Future Directions
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Utilizing a Terrestrial Laser Scanner for 3D Luminance Measurement of Indoor Environments
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3D Point Cloud Semantic Modelling: Integrated Framework for Indoor Spaces and Furniture
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Strategies for the Storage of Large LiDAR Datasets—A Performance Comparison
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Multistage Adaptive Point-Growth Network for Dense Point Cloud Completion
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Scalability and Performance of LiDAR Point Cloud Data Management Systems: A State-of-the-Art Review
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Three-Dimensional Point Cloud Semantic Segmentation for Cultural Heritage: A Comprehensive Review
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A Version Control System for Point Clouds
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An Axial-Oriented Dual-Layer Indexing Structure for Tunnel Point Clouds
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Large Quantities of Acoustic Multibeam Bathymetric Point Clouds: Organizing Method for Efficient Storage and Retrieval
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eEcoLiDAR, eScience infrastructure for ecological applications of LiDAR point clouds: reconstructing the 3D ecosystem structure for animals at regional to continental scales
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Towards an Intelligent Digital Cabin Twin to Support an Aircraft's Retrofit and Base Maintenance (SAE Paper 2022-01-0046)
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HISTSFC: Optimization for ND Massive Spatial Points Querying
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USING A SPACE FILLING CURVE APPROACH FOR THE MANAGEMENT OF DYNAMIC POINT CLOUDS
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SMART POINT CLOUD: DEFINITION AND REMAINING CHALLENGES
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TOWARDS AN INTELLIGENT PLATFORM FOR BIG 3D GEOSPATIAL DATA MANAGEMENT
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MODEL FOR SEMANTICALLY RICH POINT CLOUD DATA
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AN OPTIMIZED SFC APPROACH FOR ND WINDOW QUERYING ON POINT CLOUDS
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INTEGRATION OF 3D POINT CLOUDS WITH SEMANTIC 3D CITY MODELS – PROVIDING SEMANTIC INFORMATION BEYOND CLASSIFICATION
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A PARALLEL ALGORITHM FOR LOCAL POINT DENSITY INDEX COMPUTATION OF LARGE POINT CLOUDS
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A Concept for 3D Geological and Urban Subsurface Modeling with a Unified Voxel Model Examined by a Case Study for the City Center of Stuttgart (Baden-Württemberg), Germany
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MASSIVE LINKING OF PS-INSAR DEFORMATIONS TO A NATIONAL AIRBORNE LASER POINT CLOUD
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TOWARDS INTELLIGENT GEO-DATABASE SUPPORT FOR EARTH SYSTEM OBSERVATION: IMPROVING THE PREPARATION AND ANALYSIS OF BIG SPATIO-TEMPORAL RASTER DATA
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A HIGHLY SCALABLE DATA MANAGEMENT SYSTEM FOR POINT CLOUD AND FULL WAVEFORM LIDAR DATA
inferred← citeshttps://doi.org/10.5194/isprs-archives-xliii-b4-2021-367-2021openalex-snapshot
AN EFFICIENT ND-POINT DATA STRUCTURE FOR QUERYING FLOOD RISK
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POINT CLOUD SERVER (PCS) : POINT CLOUDS IN-BASE MANAGEMENT AND PROCESSING
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DISTRIBUTED DIMENSONALITY-BASED RENDERING OF LIDAR POINT CLOUDS
inferred← citeshttps://doi.org/10.5281/zenodo.1051101openalex-snapshot
Taming The Beast: Free And Open-Source Massive Point Cloud Web Visualization
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nD-PointCloud Data Management
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