Zhiyong Zhou
Zhiyong Zhou
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SpaGAN: A spatially-aware generative adversarial network for building generalization in image maps
This research proposes a spatially-aware generative adversarial network for building generalization in image maps, SpaGAN. It enhances the capacity to generalize buildings of varying sizes and shapes.
Zhiyong Zhou
,
Cheng Fu
,
Robert Weibel
Project
DOI
Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI
This research investigates what cartographic knowledge have been learned by deep learning models in map generalization.
Cheng Fu
,
Zhiyong Zhou
,
Robert Weibel
Project
DOI
Move and remove: Multi-task learning for building simplification in vector maps with a graph convolutional neural network
This research proposes a multi-task learning method with graph convolutional neural networks. The proposed method formulates the building simplification problem as a joint task of node removal classification and node movement regression.
Zhiyong Zhou
,
Cheng Fu
,
Robert Weibel
Project
DOI
Location reference recognition from texts: A survey and comparison
This review article investigates the capacity of the state-of-the-art NLP methods for location recognition.
Xuke Hu
,
Zhiyong Zhou
,
Hao Li
,
Yingjie Hu
,
Fuqiang Gu
,
Jens Kersten
,
Hongchao Fan
,
Friederike Klan
Project
DOI
GazPNE2: A general place name extractor for microblogs fusing gazetteers and pretrained transformer models
This research proposes a general approach for extracting place names from tweets by integrating global gazetteers, deep learning, and pretrained transformer models.
Xuke Hu
,
Zhiyong Zhou
,
Yeran Sun
,
Jens Kersten
,
Friederike Klan
,
Hongchao Fan
,
Matti Wiegmann
Project
DOI
DeepGeneralization
Utilizing Deep Learning in Map Generalization
Zhiyong Zhou
GeoText
Geospatial information extraction from texts
Xuke Hu
,
Zhiyong Zhou
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