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Multi-label Contextual Operator Inference in Knowledge Acquisition for Building Generalization: A Multi-modal Learning Approach
16 references·0 citing·37 second hop
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References

  • 1988A review and conceptual framework of automated map generalization335 cited
  • 2005Optimization approaches for generalization and data abstraction180 cited
  • 2019Learning Cartographic Building Generalization with Deep Convolutional Neural Networks107 cited
  • 2024Artificial intelligence studies in cartography: a review and synthesis of methods, applications, and ethics96 cited
  • 2007Modelling the Overall Process of Generalisation87 cited
  • 2019Is deep learning the new agent for map generalization?81 cited
  • 1995Overcoming the knowledge acquisition bottleneck in map generalization: The role of interactive systems and computational intelligence77 cited
  • 2013Fully automated generalization of a 1:50k map from 1:10k data75 cited
  • 2007A synoptic View of Generalisation Operators67 cited
  • 2005Building displacement over a ductile truss65 cited
  • 2007Conceptual Models of Generalisation and Multiple Representation59 cited
  • 2011A typology of operators for maintaining legible map designs at multiple scales55 cited
  • 2025GeoFM: how will geo-foundation models reshape spatial data science and GeoAI?46 cited
  • 2022Deriving map images of generalised mountain roads with generative adversarial networks43 cited
  • 1998

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Experiments with Learning Techniques for Spatial Model Enrichment and Line Generalization
43 cited
  • 2013Building simplification using backpropagation neural networks: a combination of cartographers' expertise and raster-based local perception38 cited
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