A graph deep learning approach for urban building grouping

A heuristic approach to the generalization of complex building groups in urban villages

(2019) Wenhao Yu et al.   Geocarto International

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

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

(2019) Xiongfeng Yan et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Mesh-Based Typification Method for Building Groups with Grid Patterns

(2019) Xiao Wang et al.   ISPRS International Journal of Geo-Information

Depth-based subgraph convolutional auto-encoder for network representation learning

(2019) Zhihong Zhang et al.   PATTERN RECOGNITION

Learning Cartographic Building Generalization with Deep Convolutional Neural Networks

(2019) Yu Feng et al.   ISPRS International Journal of Geo-Information

Recognition of building group patterns in topographic maps based on graph partitioning and random forest

(2018) Xianjin He et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Local Adaptive Density Based Algorithm for Clustering Polygonal Buildings in Urban Block Polygons

(2018) Parastoo Pilehforooshha et al.   Geocarto International

Geometric Deep Learning: Going beyond Euclidean data

(2017) Michael M. Bronstein et al.   IEEE SIGNAL PROCESSING MAGAZINE

Fully Convolutional Networks for Semantic Segmentation

(2017) Evan Shelhamer et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Performance of shape indices and classification schemes for characterising perceptual shape complexity of building footprints in GIS

(2017) Melih Basaraner et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Vertex-frequency analysis on graphs

(2016) David I Shuman et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

A typification method for linear pattern in urban building generalisation

(2016) Xianyong Gong et al.   Geocarto International

Discrete Signal Processing on Graphs: Frequency Analysis

(2014) Aliaksei Sandryhaila et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Local Perception-Based Intelligent Building Outline Aggregation Approach with Back Propagation Neural Network

(2014) Boyan Cheng et al.   NEURAL PROCESSING LETTERS

Proximity-based grouping of buildings in urban blocks: a comparison of four algorithms

(2014) Sinan Cetinkaya et al.   Geocarto International

An efficient measure of compactness for two-dimensional shapes and its application in regionalization problems

(2013) Wenwen Li et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

A spatial cognition-based urban building clustering approach and its applications

(2012) Zhang Liqiang et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Automatic classification of building types in 3D city models

(2011) André Henn et al.   GEOINFORMATICA

Detecting arbitrarily shaped clusters using ant colony optimization

(2011) Tao Pei et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Wavelets on graphs via spectral graph theory

(2010) David K. Hammond et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS