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Baode Jiang, Shaofen Xu & Zhiwei Li. (2023) Polyline simplification using a region proposal network integrating raster and vector features. GIScience & Remote Sensing 60:1.
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Xiongfeng Yan & Min Yang. (2023) A deep learning approach for polyline and building simplification based on graph autoencoder with flexible constraints. Cartography and Geographic Information Science 0:0, pages 1-18.
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Tianyuan Xiao, Tinghua Ai, Huafei Yu, Min Yang & Pengcheng Liu. (2023) A point selection method in map generalization using graph convolutional network model. Cartography and Geographic Information Science 0:0, pages 1-21.
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Azelle Courtial, Guillaume Touya & Xiang Zhang. (2023) Deriving map images of generalised mountain roads with generative adversarial networks. International Journal of Geographical Information Science 37:3, pages 499-528.
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Jiawei Du, Fang Wu, Ruixing Xing, Xianyong Gong & Linyi Yu. (2022) Segmentation and sampling method for complex polyline generalization based on a generative adversarial network. Geocarto International 37:14, pages 4158-4180.
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Jiawei Du, Fang Wu, Jichong Yin, Chengyi Liu & Xianyong Gong. (2022) Polyline simplification based on the artificial neural network with constraints of generalization knowledge. Cartography and Geographic Information Science 49:4, pages 313-337.
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Mingguang Wu, Yanjie Sun & Yaqian Li. (2022) Adaptive transfer of color from images to maps and visualizations. Cartography and Geographic Information Science 49:4, pages 289-312.
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Abraham Noah Wu & Filip Biljecki. (2022) GANmapper: geographical data translation. International Journal of Geographical Information Science 36:7, pages 1394-1422.
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Yingjie Hu, Zhipeng Gui, Jimin Wang & Muxian Li. (2022) Enriching the metadata of map images: a deep learning approach with GIS-based data augmentation. International Journal of Geographical Information Science 36:4, pages 799-821.
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Sidonie Christophe, Samuel Mermet, Morgan Laurent & Guillaume Touya. (2022) Neural map style transfer exploration with GANs. International Journal of Cartography 8:1, pages 18-36.
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Bo Zhao, Shaozeng Zhang, Chunxue Xu, Yifan Sun & Chengbin Deng. (2021) Deep fake geography? When geospatial data encounter Artificial Intelligence. Cartography and Geographic Information Science 48:4, pages 338-352.
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Raimund Schnürer, René Sieber, Jost Schmid-Lanter, A. Cengiz Öztireli & Lorenz Hurni. (2021) Detection of Pictorial Map Objects with Convolutional Neural Networks. The Cartographic Journal 58:1, pages 50-68.
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Yilang Shen, Tinghua Ai, Jingzhong Li, Lina Huang & Wende Li. (2020) A progressive method for the collapse of river representation considering geographical characteristics. International Journal of Digital Earth 13:12, pages 1366-1390.
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Jyoti S. Shukla & Rahul Jashvantbhai Pandya. (2024) Deep Learning-Oriented c-GAN Models for Vegetative Drought Prediction on Peninsular India. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17, pages 282-297.
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Zhiyong Zhou, Cheng Fu & Robert Weibel. (2023) Move and remove: Multi-task learning for building simplification in vector maps with a graph convolutional neural network. ISPRS Journal of Photogrammetry and Remote Sensing 202, pages 205-218.
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Syed Qasim Gilani & Oge Marques. (2023) Skin lesion analysis using generative adversarial networks: a review. Multimedia Tools and Applications 82:19, pages 30065-30106.
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Yue Lin, Jialin Li, Adam Porr, Gerika Logan, Ningchuan Xiao & Harvey J. Miller. (2023) Creating building-level, three-dimensional digital models of historic urban neighborhoods from Sanborn Fire Insurance maps using machine learning. PLOS ONE 18:6, pages e0286340.
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Jin Xing & Renee Sieber. (2023)
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Jieqiong Song, Hao Chen, Chun Du & Jun Li. (2023) Semi-MapGen: Translation of Remote Sensing Image Into Map via Semisupervised Adversarial Learning. IEEE Transactions on Geoscience and Remote Sensing 61, pages 1-19.
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Liyang Xiong, Sijin Li, Guoan Tang & Josef Strobl. (2022) Geomorphometry and terrain analysis: data, methods, platforms and applications. Earth-Science Reviews 233, pages 104191.
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Abraham Noah Wu, Rudi Stouffs & Filip Biljecki. (2022) Generative Adversarial Networks in the built environment: A comprehensive review of the application of GANs across data types and scales. Building and Environment 223, pages 109477.
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Xinyue Ye, Jiaxin Du & Yu Ye. (2021) MasterplanGAN: Facilitating the smart rendering of urban master plans via generative adversarial networks. Environment and Planning B: Urban Analytics and City Science 49:3, pages 794-814.
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Khushboo Khatri, Asha C S & Jeane Marina D'Souza. (2022) Detection of Animals in Thermal Imagery for Surveillance using GAN and Object Detection Framework. Detection of Animals in Thermal Imagery for Surveillance using GAN and Object Detection Framework.
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Zhenhua Xu, Yuxuan Liu, Lu Gan, Yuxiang Sun, Xinyu Wu, Ming Liu & Lujia Wang. (2022) RNGDet: Road Network Graph Detection by Transformer in Aerial Images. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-12.
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Linwei Chen, Zheng Fang & Ying Fu. (2022) Consistency-Aware Map Generation at Multiple Zoom Levels Using Aerial Image. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 5953-5966.
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Johannes H. Uhl, Stefan Leyk, Zekun Li, Weiwei Duan, Basel Shbita, Yao-Yi Chiang & Craig A. Knoblock. (2021) Combining Remote-Sensing-Derived Data and Historical Maps for Long-Term Back-Casting of Urban Extents. Remote Sensing 13:18, pages 3672.
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Lawrence V. Stanislawski, Ethan J. Shavers, Shaowen Wang, Zhe Jiang, E. Lynn Usery, Evan Moak, Alexander Duffy & Joel Schott. (2021) Extensibility of U-Net Neural Network Model for Hydrographic Feature Extraction and Implications for Hydrologic Modeling. Remote Sensing 13:12, pages 2368.
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Xu Chen, Songqiang Chen, Tian Xu, Bangguo Yin, Jian Peng, Xiaoming Mei & Haifeng Li. (2021) SMAPGAN: Generative Adversarial Network-Based Semisupervised Styled Map Tile Generation Method. IEEE Transactions on Geoscience and Remote Sensing 59:5, pages 4388-4406.
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Azelle Courtial, Achraf El Ayedi, Guillaume Touya & Xiang Zhang. (2020) Exploring the Potential of Deep Learning Segmentation for Mountain Roads Generalisation. ISPRS International Journal of Geo-Information 9:5, pages 338.
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Gauthier Fillières-Riveau, Jean-Marie Favreau, Vincent Barra & Guillaume Touya. (2021) Génération de cartes tactiles photoréalistes pour personnes déficientes visuelles par apprentissage profond. Revue Internationale de Géomatique 30:1-2, pages 105-126.
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