Xiongfeng Yan

A graph convolutional neural network for classification of building patterns using spatial vector data

Xiongfeng Yan, Tinghua Ai, Min Yang et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2019 · 255 citations · Full text

Geometric Learning, Graph Representation Learning, Machine Learning +19

Graph convolutional autoencoder model for the shape coding and cognition of buildings in maps

Xiongfeng Yan, Tinghua Ai, Min Yang et al. · International Journal of Geographical Information Systems · 2020 · 102 citations

Gcae Model, Geometric Learning, Engineering +24

Classifying urban functional regions by integrating buildings and points-of-interest using a stacking ensemble method

Min Yang, Bo Kong, Ruirong Dang et al. · International Journal of Applied Earth Observation and Geoinformation · 2022 · 53 citations · Full text

A graph-based neural network approach to integrate multi-source data for urban building function classification

Bo Kong, Tinghua Ai, Xinyan Zou et al. · Computers Environment and Urban Systems · 2024 · 51 citations

Built Environment, Urban Design, Machine Learning +12

Template Matching and Simplification Method for Building Features Based on Shape Cognition

Xiongfeng Yan, Tinghua Ai, Xiang Zhang · ISPRS International Journal of Geo-Information · 2017 · 45 citations · Full text

Engineering, Statistical Shape Analysis, Biometrics +25