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A Transformer-Based Approach for Efficient Geometric Feature Extraction from Vector Shape Data
12 references·0 citing·41 second hop
A Transformer-Based Approach for Efficient Geometric Feature Extraction from Vector Shape Data (2025)A Transformer-Based Approach for Efficien…Automatic road network selection method considering functional semantic features of roads with graph convolutional networks (2024)Automatic road network select…A road generalization method using graph convolutional network based on mesh-line structure unit (2024)A road generalization method …Urban Region Representation Learning with OpenStreetMap Building Footprints (2023)Urban Region Representation L…Incorporating ideas of structure and meaning in interactive multi scale mapping environments (2023)Incorporating ideas of struct…A Comparative Study of Various Deep Learning Approaches to Shape Encoding of Planar Geospatial Objects (2022)A Comparative Study of Variou…Deep Graph Convolutional Networks for Accurate Automatic Road Network Selection (2021)Deep Graph Convolutional Netw…An improved integrated generalization method for contours and Rivers using importance sequence of all points from these two elements (2021)An improved integrated genera…Morphological Expression Model for Geographic Elements Based on the Shape-Tree Principle (2020)Morphological Expression Mode…Geo-analytical question-answering with GIS (2020)Geo-analytical question-answe…Learning Cartographic Building Generalization with Deep Convolutional Neural Networks (2019)Learning Cartographic Buildin…Partial polygon pruning of hydrographic features in automated generalization (2017)Partial polygon pruning of hy…On the topological situations in geographic spaces (2014)On the topological situations…International GIS Dictionary (1996)Topology revisited: representing spatial relations (2001)GIS—A Computing perspective (2005)Generalization in Digital Cartography (1992)A Road Network Selection Process Based on Data Enrichment and Structure Detection (2010)Fully automated generalization of a 1:50k map from 1:10k data (2013)A coastline generalization method that considers buffer consistency (2018)A raster-based method for the hierarchical selection of river networks based on stream characteristics (2023)Multiple representations in geospatial databases, the brain’s spatial cells, and deep learning algorithms (2023)Optimization approaches for generalization and data abstraction (2005)Generalisation of Geographic Information: Cartographic Modelling and Applications (2007)Geospatial Artificial Intelligence (GeoAI) (2021)Artificial intelligence studies in cartography: a review and synthesis of methods, applications, and ethics (2024)Towards the next generation of Geospatial Artificial Intelligence (2025)On the Method of Theoretical Physics (1934)An introduction to geographical information systems (1999)Big data and human geography (2013)Symbolic and subsymbolic GeoAI : Geospatial knowledge graphs and spatially explicit machine learning (2022)Towards general-purpose representation learning of polygonal geometries (2022)Correctness Comparison of ChatGPT ‐4, Gemini, Claude‐3, and Copilot for Spatial Tasks (2024)Use of Graph Theory to Support Map Generalization (1993)A Method for Intelligent Road Network Selection Based on Graph Neural Network (2023)Using machine learning and data enrichment in the selection of roads for small-scale maps (2023)Deep learning in automatic map generalization: achievements and challenges (2025)The Principles of Selection (1966)Algorithms for automated line generalization1based on a natural principle of objective generalization (1992)Feature pruning by upstream drainage area to support automated generalization of the United States National Hydrography Dataset (2009)Is deep learning the new agent for map generalization? (2019)Exploring the Potential of Deep Learning Segmentation for Mountain Roads Generalisation (2020)Discovering regions of different functions in a city using human mobility and POIs (2012)A new insight into land use classification based on aggregated mobile phone data (2014)Beyond Word2vec: An approach for urban functional region extraction and identification by combining Place2vec and POIs (2018)Learning context-aware region similarity with effective spatial normalization over Point-of-Interest data (2024)Urban Region Embedding via Multi-View Contrastive Prediction (2024)FlexiReg: Flexible Urban Region Representation Learning (2025)Analysis of human mobility patterns from GPS trajectories and contextual information (2015)Understanding congested travel in urban areas (2016)Formal Semantics for Kolmogorov-Arnold Network Representations of Operational Games (2025)Submarine Terrain Generalization in Nautical Charts: A Survey of Traditional Methods and Graph Neural Network Solutions (2025)GeoAI for map generalization in multi-scale cartography: foundations, a research agenda, and interdisciplinary perspectives (2026)Multi-label Contextual Operator Inference in Knowledge Acquisition for Building Generalization: A Multi-modal Learning Approach (2026)
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References

  • 2019Learning Cartographic Building Generalization with Deep Convolutional Neural Networks107 cited
  • 2020Geo-analytical question-answering with GIS68 cited
  • 2023Urban Region Representation Learning with OpenStreetMap Building Footprints53 cited
  • 2021Deep Graph Convolutional Networks for Accurate Automatic Road Network Selection32 cited
  • 2017Partial polygon pruning of hydrographic features in automated generalization12 cited
  • 2022A Comparative Study of Various Deep Learning Approaches to Shape Encoding of Planar Geospatial Objects12 cited
  • 2024A road generalization method using graph convolutional network based on mesh-line structure unit11 cited
  • 2024Automatic road network selection method considering functional semantic features of roads with graph convolutional networks9 cited
  • 2021An improved integrated generalization method for contours and Rivers using importance sequence of all points from these two elements9 cited
  • 2014On the topological situations in geographic spaces9 cited
  • 2023Incorporating ideas of structure and meaning in interactive multi scale mapping environments6 cited
  • 2020Morphological Expression Model for Geographic Elements Based on the Shape-Tree Principle4 cited

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