Hongchao Fan
Background and activities
Research focuses:
- 3D city modeling
- Laser Scanning
- Photogrammetry
- Spatial data mining and knowledge discovering by using crowdsourcing data
Teaching:
- TBA4236: Theoretical Geomatics
- TBA4231: Applied Geomatics
- TBA4256: 3D Digital Modelling
- TBA4560: BM3 Transport Infrastructure
- TBA4561: Geomatikk fordypningsprosjekt
Projects:
- 2021-2025: Deep learning-based approach for automated reconstruction of 3D building models with semantic information, funded by NTNU Enabling Technologies (NTNU Digital). PI
- 2020-2021: Parsing and modeling urban context information for the purpose of
automated 3D reconstruction, Granted by the Norwegian Research Council (project number: 313552), PI - 2019-2021：Modellverktøy for digital kommunikasjonsinfrastruktur langs veg, NRC, collaboration (workpackage) with SINTEF
- 2017-2020: Exploring coherent relations of semantics and geometries of 3D buildings. NSFC (No: 41771484). PI
- 2016-2018: A framework for fitness for purpose for the quality assessment of OSM. German Science Foundation (DFG project No. 314644317). PI
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2011-2014: Event detection and visualization from VGI data. TUM IGSSE Project. Co PI
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2012-2014: Extracting LoDs for 3D buildings in street view based on visual salience. NSFC (project No: 41101443). PI
Scientific, academic and artistic work
Journal publications
- (2021) Towards generating network of bikeways from Mapillary data. Computers, Environment and Urban Systems. vol. 88.
- (2021) An Interactive platform for low-cost 3D building modeling from VGI data using convolutional neural network. Big Earth Data. vol. 5 (1).
- (2021) Layout graph model for semantic façade reconstruction using laser point clouds. Geo-spatial Information Science.
- (2021) Enhanced Facade Parsing for Street-Level Images Using Convolutional Neural Networks. IEEE Transactions on Geoscience and Remote Sensing.
- (2021) Analytics of big geosocial media and crowdsourced data. Big Earth Data. vol. 1 (1).
- (2021) A Probabilistic Method for Fractured Cultural Relics Automatic Reassembly. ACM Journal on Computing and Cultural Heritage. vol. 14 (1).
- (2021) Special Issue on 3D Sensing in Intelligent Transportation. IEEE transactions on intelligent transportation systems (Print). vol. 22 (4).
- (2020) Registration of large-scale terrestrial laser scanner point clouds: A review and benchmark. ISPRS journal of photogrammetry and remote sensing (Print). vol. 163.
- (2020) Anchor-Free Traffic Sign Detection. Journal of Geo-information Science. vol. 22 (1).
- (2020) A Data-driven Approach to Learning Salience Models of Indoor Landmarks by Using Genetic Programming. International Journal of Digital Earth.
- (2020) Room semantics inference using random forest and relational graph convolutional networks: A case study of research building. Transactions on GIS.
- (2020) A Grid-Based Approach for Measuring Similarities of Taxi Trajectories. Sensors. vol. 20 (11).
- (2020) Quantifying vertical profiles of biochemical traits for forest plantation species using advanced remote sensing approaches. Remote Sensing of Environment. vol. 250.
- (2020) Reconstructing facade semantic models using hierarchical topological graphs. Transactions on GIS. vol. 24.
- (2020) Volunteered geographic information research in the first decade: a narrative review of selected journal articles in GIScience. International Journal of Geographical Information Science (IJGIS). vol. 34 (9).
- (2020) Volunteered Geographic Information Research in the First Decade: Visualizing and Analyzing the Author Connectedness of Selected Journal Articles in GIScience. Journal of Geovisualization and Spatial Analysis (JGSA). vol. 4 (24).
- (2020) A Hybrid Method to Incrementally Extract Road Networks Using Spatio-Temporal Trajectory Data. ISPRS International Journal of Geo-Information. vol. 9 (4).