Polyline simplification using a region proposal network integrating raster and vector features

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

(2022) Wenhao Yu et al.   Transactions in GIS

Deriving map images of generalised mountain roads with generative adversarial networks

(2022) Azelle Courtial 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

Segmentation and sampling method for complex polyline generalization based on a generative adversarial network

(2021) Jiawei Du et al.   Geocarto International

When Traditional Selection Fails: How to Improve Settlement Selection for Small-Scale Maps Using Machine Learning

(2020) Izabela Karsznia et al.   ISPRS International Journal of Geo-Information

Exploring the Potential of Deep Learning Segmentation for Mountain Roads Generalisation

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

An end-to-end shape modeling framework for vectorized building outline generation from aerial images

(2020) Qi Chen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A graph deep learning approach for urban building grouping

(2020) Xiongfeng Yan et al.   Geocarto International

Learning Cartographic Building Generalization with Deep Convolutional Neural Networks

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

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

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

Automated terrain feature identification from remote sensing imagery: a deep learning approach

(2018) Wenwen Li et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Machine Learning Classification of Buildings for Map Generalization

(2017) Jaeeun Lee et al.   ISPRS International Journal of Geo-Information

Envelope generation and simplification of polylines using Delaunay triangulation

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

A Novel Evaluation Approach for Line Simplification Algorithms towards Vector Map Visualization

(2016) Jia Song 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