Data‐driven polyline simplification using a stacked autoencoder‐based deep neural network

Filling gaps of cartographic polylines by using an encoder–decoder model

(2022) Wenhao Yu et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

A hybrid approach to building simplification with an evaluator from a backpropagation neural network

(2021) Min Yang et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

A multi-scale representation model of polyline based on head/tail breaks

(2020) Pengcheng Liu et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

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

(2020) Xiongfeng Yan et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Exploring the Potential of Deep Learning Segmentation for Mountain Roads Generalisation

(2020) Azelle Courtial et al.   ISPRS International Journal of Geo-Information

Spatial interpolation using conditional generative adversarial neural networks

(2019) Di Zhu et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Learning Cartographic Building Generalization with Deep Convolutional Neural Networks

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

GeoAI: spatially explicit artificial intelligence techniques for geographic knowledge discovery and beyond

(2019) Krzysztof Janowicz et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Classifying airborne LiDAR point clouds via deep features learned by a multi-scale convolutional neural network

(2018) Ruibin Zhao et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Urban land-use mapping using a deep convolutional neural network with high spatial resolution multispectral remote sensing imagery

(2018) Bo Huang et al.   REMOTE SENSING OF ENVIRONMENT

Building simplification using backpropagation neural networks: a combination of cartographers' expertise and raster-based local perception

(2018) Boyan Cheng et al.   GIScience & Remote Sensing

Using multi-scale and hierarchical deep convolutional features for 3D semantic classification of TLS point clouds

(2018) Zhou Guo et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Envelope generation and simplification of polylines using Delaunay triangulation

(2016) Tinghua Ai et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

A New Simplification Approach Based on the Oblique-Dividing-Curve Method for Contour Lines

(2016) Haizhong Qian et al.   ISPRS International Journal of Geo-Information

SimpliFly: A Methodology for Simplification and Thematic Enhancement of Trajectories

(2015) Katerina Vrotsou et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Deep learning

(2015) Yann LeCun et al.   NATURE

A Simplification of Ria Coastline with Geomorphologic Characteristics Preserved

(2014) Tinghua Ai et al.   MARINE GEODESY