{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,5]],"date-time":"2026-06-05T14:12:52Z","timestamp":1780668772257,"version":"3.54.1"},"reference-count":58,"publisher":"Informa UK Limited","issue":"1","license":[{"start":{"date-parts":[[2024,1,16]],"date-time":"2024-01-16T00:00:00Z","timestamp":1705363200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Digital Earth"],"published-print":{"date-parts":[[2024,12,31]]},"DOI":"10.1080\/17538947.2024.2303354","type":"journal-article","created":{"date-parts":[[2024,1,16]],"date-time":"2024-01-16T11:29:28Z","timestamp":1705404568000},"update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":7,"title":["Dual convolutional network based on hypergraph and multilevel feature fusion for road extraction from high-resolution remote sensing images"],"prefix":"10.1080","volume":"17","author":[{"given":"BoWen","family":"Li","sequence":"first","affiliation":[{"name":"State Key Laboratory of Public Big Data, Guizhou University, Guiyang, People's Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"XiangHong","family":"Tang","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Public Big Data, Guizhou University, Guiyang, People's Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rang","family":"Xiao","sequence":"additional","affiliation":[{"name":"Guizhou Tuzhi Information Technology Co., Ltd., Guiyang, People's Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"JianGuang","family":"Lu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Public Big Data, Guizhou University, Guiyang, People's Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"YuHao","family":"Wang","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Public Big Data, Guizhou University, Guiyang, People's Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2024,1,16]]},"reference":[{"key":"e_1_3_2_2_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs12091444"},{"key":"e_1_3_2_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.120"},{"key":"e_1_3_2_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.34"},{"key":"e_1_3_2_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2020.107637"},{"key":"e_1_3_2_6_1","doi-asserted-by":"crossref","unstructured":"Bandara Wele Gedara Chaminda Jeya Maria Jose Valanarasu and Vishal M. Patel. 2022. \u201cSPIN Road Mapper: Extracting Roads from Aerial Images via Spatial and Interaction Space Graph Reasoning for Autonomous Driving.\u201d In 2022 International Conference on Robotics and Automation (ICRA) 343\u2013350.","DOI":"10.1109\/ICRA46639.2022.9812134"},{"key":"e_1_3_2_7_1","doi-asserted-by":"crossref","unstructured":"Barrile Vincenzo Giuliana Bilotta Antonino Fotia and Ernesto Bernardo. 2020. \u201cRoad Extraction for Emergencies from Satellite Imagery.\u201d In Computational Science and Its Applications \u2013 ICCSA 2020 767\u2013781. Springer International Publishing.","DOI":"10.1007\/978-3-030-58811-3_55"},{"key":"e_1_3_2_8_1","doi-asserted-by":"crossref","unstructured":"Bastani Favyen and Samuel Madden. 2021. \u201cBeyond Road Extraction: A Dataset for Map Update Using Aerial Images.\u201d In Proceedings of the IEEE\/CVF International Conference on Computer Vision 11905\u201311914.","DOI":"10.1109\/ICCV48922.2021.01169"},{"key":"e_1_3_2_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.mlwa.2021.100134"},{"key":"e_1_3_2_10_1","unstructured":"Chen Liang-Chieh George Papandreou Iasonas Kokkinos Kevin Murphy and Alan L. Yuille. 2014. \u201cSemantic Image Segmentation with Deep Convolutional Nets and Fully Connected crfs.\u201d arXiv preprint arXiv:1412.7062."},{"key":"e_1_3_2_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2699184"},{"key":"e_1_3_2_12_1","unstructured":"Chen Liang-Chieh George Papandreou Florian Schroff and Hartwig Adam. 2017. \u201cRethinking Atrous Convolution for Semantic Image Segmentation.\u201d arXiv preprint arXiv:1706.05587."},{"key":"e_1_3_2_13_1","doi-asserted-by":"crossref","unstructured":"Chen Yunpeng Marcus Rohrbach Zhicheng Yan Yan Shuicheng Jiashi Feng and Yannis Kalantidis. 2019. \u201cGraph-Based Global Reasoning Networks.\u201d In 2019 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 433\u2013442. IEEE.","DOI":"10.1109\/CVPR.2019.00052"},{"key":"e_1_3_2_14_1","doi-asserted-by":"crossref","unstructured":"Chen Liang-Chieh Yukun Zhu George Papandreou Florian Schroff and Hartwig Adam. 2018. \u201cEncoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation.\u201d In Proceedings of the European Conference on Computer Vision (ECCV) 801\u2013818.","DOI":"10.1007\/978-3-030-01234-2_49"},{"key":"e_1_3_2_15_1","doi-asserted-by":"crossref","unstructured":"Cui Fumin Yichang Shi Ruyi Feng Lizhe Wang and Tieyong Zeng. 2022. \u201cA Graph-Based Dual Convolutional Network for Automatic Road Extraction from High Resolution Remote Sensing Images.\u201d In IGARSS 2022 -- 2022 IEEE International Geoscience and Remote Sensing Symposium 3015\u20133018.","DOI":"10.1109\/IGARSS46834.2022.9883088"},{"key":"e_1_3_2_16_1","first-page":"1","article-title":"RADANet: Road Augmented Deformable Attention Network for Road Extraction From Complex High-Resolution Remote-Sensing Images","volume":"61","author":"Dai Ling","year":"2023","unstructured":"Dai, Ling, Guangyun Zhang, and Rongting Zhang. 2023. \u201cRADANet: Road Augmented Deformable Attention Network for Road Extraction From Complex High-Resolution Remote-Sensing Images.\u201d IEEE Transactions on Geoscience and Remote Sensing 61:1\u201313.","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"},{"key":"e_1_3_2_17_1","doi-asserted-by":"publisher","DOI":"10.1007\/s41095-022-0271-y"},{"key":"e_1_3_2_18_1","doi-asserted-by":"crossref","unstructured":"He Kaiming Xiangyu Zhang Shaoqing Ren and Jian Sun. 2016. \u201cDeep Residual Learning for Image Recognition.\u201d In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 770\u2013778.","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_19_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2018.04.050"},{"key":"e_1_3_2_20_1","unstructured":"Kipf Thomas N. and Max Welling. 2016. \u201cSemi-Supervised Classification with Graph Convolutional Networks.\u201d arXiv preprint arXiv:1609.02907."},{"key":"e_1_3_2_21_1","doi-asserted-by":"crossref","unstructured":"Kumar V. Suresh Ahmed Alemran Dimitrios A. Karras Shashi Kant Gupta Chandra Kumar Dixit and Bhadrappa Haralayya. 2022. \u201cNatural Language Processing Using Graph Neural Network for Text Classification.\u201d In 2022 International Conference on Knowledge Engineering and Communication Systems (ICKES) 1\u20135. IEEE.","DOI":"10.1109\/ICKECS56523.2022.10060655"},{"key":"e_1_3_2_22_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs9010022"},{"key":"e_1_3_2_23_1","doi-asserted-by":"crossref","unstructured":"Liu Ze Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin and Baining Guo. 2021. \u201cSwin Transformer: Hierarchical Vision Transformer Using Shifted Windows.\u201d In Proceedings of the IEEE\/CVF International Conference on Computer Vision 10012\u201310022.","DOI":"10.1109\/ICCV48922.2021.00986"},{"key":"e_1_3_2_24_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs15041049"},{"key":"e_1_3_2_25_1","doi-asserted-by":"publisher","DOI":"10.1007\/s41064-022-00194-z"},{"key":"e_1_3_2_26_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0138071"},{"key":"e_1_3_2_27_1","first-page":"1","article-title":"A Shallow-to-Deep Feature Fusion Network for VHR Remote Sensing Image Classification","volume":"60","author":"Liu Sicong","year":"2022","unstructured":"Liu, Sicong, Yongjie Zheng, Qian Du, Lorenzo Bruzzone, Alim Samat, Xiaohua Tong, Yanmin Jin, and Chao Wang. 2022. \u201cA Shallow-to-Deep Feature Fusion Network for VHR Remote Sensing Image Classification.\u201d IEEE Transactions on Geoscience and Remote Sensing 60:1\u201313.","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"},{"key":"e_1_3_2_28_1","doi-asserted-by":"crossref","unstructured":"Long Jonathan Evan Shelhamer and Trevor Darrell. 2015. \u201cFully Convolutional Networks for Semantic Segmentation.\u201d In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 3431\u20133440.","DOI":"10.1109\/CVPR.2015.7298965"},{"key":"e_1_3_2_29_1","doi-asserted-by":"publisher","DOI":"10.1049\/itr2.v16.1"},{"key":"e_1_3_2_30_1","doi-asserted-by":"crossref","unstructured":"Maurya Rohit P. R. Gupta and Ajay Shankar Shukla. 2011. \u201cRoad Extraction Using K-Means Clustering and Morphological Operations.\u201d In 2011 International Conference on Image Information Processing 1\u20136. IEEE.","DOI":"10.1109\/ICIIP.2011.6108839"},{"key":"e_1_3_2_31_1","doi-asserted-by":"crossref","unstructured":"Meyer Eivind Maurice Brenner Bowen Zhang Max Schickert Bilal Musani and Matthias Althoff. 2023. \u201cGeometric Deep Learning for Autonomous Driving: Unlocking the Power of Graph Neural Networks With CommonRoad-Geometric.\u201d","DOI":"10.1109\/IV55152.2023.10186741"},{"key":"e_1_3_2_32_1","unstructured":"Mnih Volodymyr. 2013. \u201cMachine Learning for Aerial Image Labeling.\u201d PhD diss. University of Toronto."},{"key":"e_1_3_2_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.36"},{"key":"e_1_3_2_34_1","doi-asserted-by":"crossref","unstructured":"Ronneberger Olaf Philipp Fischer and Thomas Brox. 2015. \u201cU-Net: Convolutional Networks for Biomedical Image Segmentation.\u201d In Medical Image Computing and Computer-Assisted Intervention\u2013MICCAI 2015: 18th International Conference Munich Germany October 5\u20139 2015 Proceedings Part III 18 234\u2013241. Springer.","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"e_1_3_2_35_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12524-009-0043-5"},{"key":"e_1_3_2_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.4609443"},{"key":"e_1_3_2_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2022.3231215"},{"key":"e_1_3_2_38_1","doi-asserted-by":"crossref","unstructured":"Szegedy Christian Wei Liu Yangqing Jia Pierre Sermanet Scott Reed Dragomir Anguelov Dumitru Erhan Vincent Vanhoucke and Andrew Rabinovich. 2015. \u201cGoing Deeper with Convolutions.\u201d In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 1\u20139.","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"e_1_3_2_39_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2019.111322"},{"key":"e_1_3_2_40_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2021.3083055"},{"key":"e_1_3_2_41_1","doi-asserted-by":"crossref","unstructured":"Wang Panqu Pengfei Chen Ye Yuan Ding Liu Zehua Huang Xiaodi Hou and Garrison Cottrell. 2018. \u201cUnderstanding Convolution for Semantic Segmentation.\u201d In 2018 IEEE Winter Conference on Applications of Computer Vision (WACV) 1451\u20131460. IEEE.","DOI":"10.1109\/WACV.2018.00163"},{"key":"e_1_3_2_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3171572"},{"key":"e_1_3_2_43_1","first-page":"1","article-title":"DDU-Net: Dual-Decoder-U-Net for Road Extraction Using High-Resolution Remote Sensing Images","volume":"60","author":"Wang Ying","year":"2022","unstructured":"Wang, Ying, Yuexing Peng, Wei Li, George C. Alexandropoulos, Junchuan Yu, Daqing Ge, and Wei Xiang. 2022. \u201cDDU-Net: Dual-Decoder-U-Net for Road Extraction Using High-Resolution Remote Sensing Images.\u201d IEEE Transactions on Geoscience and Remote Sensing 60:1\u201312.","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"},{"key":"e_1_3_2_44_1","first-page":"1","article-title":"CSDBF: Dual-Branch Framework Based on Temporal\u2013Spatial Joint Graph Attention With Complement Strategy for Hyperspectral Image Change Detection","volume":"60","author":"Wang Xianghai","year":"2022","unstructured":"Wang, Xianghai, Keyun Zhao, Xiaoyang Zhao, and Siyao Li. 2022. \u201cCSDBF: Dual-Branch Framework Based on Temporal\u2013Spatial Joint Graph Attention With Complement Strategy for Hyperspectral Image Change Detection.\u201d IEEE Transactions on Geoscience and Remote Sensing 60:1\u201318.","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"},{"key":"e_1_3_2_45_1","doi-asserted-by":"publisher","DOI":"10.3390\/ijgi8120571"},{"key":"e_1_3_2_46_1","first-page":"1","article-title":"MSACon: Mining Spatial Attention-Based Contextual Information for Road Extraction","volume":"60","author":"Xu Yingxiao","year":"2021","unstructured":"Xu, Yingxiao, Hao Chen, Chun Du, and Jun Li. 2021. \u201cMSACon: Mining Spatial Attention-Based Contextual Information for Road Extraction.\u201d IEEE Transactions on Geoscience and Remote Sensing60:1\u201317.","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"},{"key":"e_1_3_2_47_1","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2016"},{"key":"e_1_3_2_48_1","doi-asserted-by":"crossref","unstructured":"Yang Liangwei Zhiwei Liu Yingtong Dou Jing Ma and Philip S. Yu. 2021. \u201cConsisRec: Enhancing GNN for Social Recommendation via Consistent Neighbor Aggregation.\u201d In Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval 2141\u20132145.","DOI":"10.1145\/3404835.3463028"},{"key":"e_1_3_2_49_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/LGRS.2022.3171973","article-title":"TransRoadNet: A Novel Road Extraction Method for Remote Sensing Images Via Combining High-Level Semantic Feature and Context","volume":"19","author":"Yang Zhigang","year":"2022","unstructured":"Yang, Zhigang, Daoxiang Zhou, Ying Yang, Jiapeng Zhang, and Zehua Chen. 2022. \u201cTransRoadNet: A Novel Road Extraction Method for Remote Sensing Images Via Combining High-Level Semantic Feature and Context.\u201d IEEE Geoscience and Remote Sensing Letters 19:1\u20135.","journal-title":"IEEE Geoscience and Remote Sensing Letters"},{"key":"e_1_3_2_50_1","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.2023.3330867"},{"key":"e_1_3_2_51_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs14194729"},{"key":"e_1_3_2_52_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2022.3169773"},{"key":"e_1_3_2_53_1","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.2018.2802944"},{"key":"e_1_3_2_54_1","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.8859"},{"key":"e_1_3_2_55_1","doi-asserted-by":"crossref","unstructured":"Zhang Yingying Junping Zhang Tong Li and Ke Sun. 2016. \u201cRoad Extraction and Intersection Detection Based on Tensor Voting.\u201d In 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 1587\u20131590. IEEE.","DOI":"10.1109\/IGARSS.2016.7729405"},{"key":"e_1_3_2_56_1","doi-asserted-by":"crossref","unstructured":"Zhong Zilong Jonathan Li Weihong Cui and Han Jiang. 2016. \u201cFully Convolutional Networks for Building and Road Extraction: Preliminary Results.\u201d In 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 1591\u20131594. IEEE.","DOI":"10.1109\/IGARSS.2016.7729406"},{"key":"e_1_3_2_57_1","first-page":"1","article-title":"Split Depth-Wise Separable Graph-Convolution Network for Road Extraction in Complex Environments From High-Resolution Remote-Sensing Images","volume":"60","author":"Zhou Gaodian","year":"2022","unstructured":"Zhou, Gaodian, Weitao Chen, Qianshan Gui, Xianju Li, and Lizhe Wang. 2022. \u201cSplit Depth-Wise Separable Graph-Convolution Network for Road Extraction in Complex Environments From High-Resolution Remote-Sensing Images.\u201d IEEE Transactions on Geoscience and Remote Sensing60:1\u201315.","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"},{"key":"e_1_3_2_58_1","doi-asserted-by":"crossref","unstructured":"Zhou Lichen Chuang Zhang and Ming Wu. 2018. \u201cD-LinkNet: LinkNet with Pretrained Encoder and Dilated Convolution for High Resolution Satellite Imagery Road Extraction.\u201d In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops 182\u2013186.","DOI":"10.1109\/CVPRW.2018.00034"},{"key":"e_1_3_2_59_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.isprsjprs.2021.03.016"}],"container-title":["International Journal of Digital Earth"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/17538947.2024.2303354","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,21]],"date-time":"2025-01-21T18:36:50Z","timestamp":1737484610000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/17538947.2024.2303354"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1,16]]},"references-count":58,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2024,12,31]]}},"alternative-id":["10.1080\/17538947.2024.2303354"],"URL":"https:\/\/doi.org\/10.1080\/17538947.2024.2303354","relation":{},"ISSN":["1753-8947","1753-8955"],"issn-type":[{"value":"1753-8947","type":"print"},{"value":"1753-8955","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,1,16]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tjde20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tjde20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2023-09-27","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-01-04","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-01-16","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"2303354"}}