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Research Article

NestNet: a multiscale convolutional neural network for remote sensing image change detection

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Pages 4898-4921 | Received 26 Nov 2020, Accepted 20 Feb 2021, Published online: 06 Apr 2021

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Yuping Zhang, Guang Yang, Ai Gao, Wenchao Lv, Runbo Xie, Meng Huang & Shuai Liu. (2023) An efficient change detection method for disaster-affected buildings based on a lightweight residual block in high-resolution remote sensing images. International Journal of Remote Sensing 44:9, pages 2959-2981.
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Hong Fang, Peijun Du & Xin Wang. (2022) A novel unsupervised multiple change detection method for VHR remote sensing imagery using CNN with hierarchical sampling. International Journal of Remote Sensing 43:13, pages 5006-5024.
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Wenkai Yan, Yikun Liu, Mingsong Li, Ruifan Zhang & Gongping Yang. (2024) Multilevel feature aggregation and enhancement network for remote sensing change detection. Journal of Applied Remote Sensing 18:01.
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Renlong Hang, Siqi Xu, Panli Yuan & Qingshan Liu. (2024) AANet: An Ambiguity-Aware Network for Remote-Sensing Image Change Detection. IEEE Transactions on Geoscience and Remote Sensing 62, pages 1-11.
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Junfu Fan, Yu Gao, Zongwen Shi, Ping Li & Guangwei Sun. (2024) Typical Ground Object Recognition in Desert Areas Based on DYDCNet: A Case Study in the Circum-Tarim Region, Xinjiang, China. IEEE Access 12, pages 55800-55813.
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Zhiqi Huang & Hongjian You. (2023) MFSFNet: Multi-Scale Feature Subtraction Fusion Network for Remote Sensing Image Change Detection. Remote Sensing 15:15, pages 3740.
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J.V.D. Prasad, M. Sreelatha & K. SuvarnaVani. (2023) V-BANet: Land cover change detection using effective deep learning technique. Ecological Informatics 75, pages 102019.
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Junfu Fan, Mengzhen Zhang, Jiahao Chen, Jiwei Zuo, Zongwen Shi & Min Ji. (2023) Building Change Detection with Deep Learning by Fusing Spectral and Texture Features of Multisource Remote Sensing Images: A GF-1 and Sentinel 2B Data Case. Remote Sensing 15:9, pages 2351.
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Changkyu Choi, Michael Kampffmeyer, Nils Olav Handegard, Arnt-Børre Salberg & Robert Jenssen. (2023) Deep Semisupervised Semantic Segmentation in Multifrequency Echosounder Data. IEEE Journal of Oceanic Engineering 48:2, pages 384-400.
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Yousef Asiri. (2023) Unmanned aerial vehicles assisted rice seedling detection using shark smell optimization with deep learning model. Physical Communication, pages 102079.
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Shiying Yuan, Ruofei Zhong, Qingyang Li & Yaxin Dong. (2023) MFGFNet: A Multi-Scale Remote Sensing Change Detection Network Using the Global Filter in the Frequency Domain. Remote Sensing 15:6, pages 1682.
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Chafle Pratiksha Vasantrao & Neha Gupta. (2023) Wader hunt optimization based UNET model for change detection in satellite images. International Journal of Information Technology 15:3, pages 1611-1623.
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Xiaosuo Wu, Yaya Ma, Haowen Yan, Ze Qiao, Chaoyang Wu, Cunge Guo, Shuang Yao & Yufeng Fan. (2023) Remote Sensing Image Change Detection Network Based on Twin High-Resolution Representation. Mobile Information Systems 2023, pages 1-15.
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Feng Zhou, Chao Xu, Renlong Hang, Rui Zhang & Qingshan Liu. (2023) Mining Joint Intraimage and Interimage Context for Remote Sensing Change Detection. IEEE Transactions on Geoscience and Remote Sensing 61, pages 1-12.
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Liping Di & Eugene YuLiping Di & Eugene Yu. 2023. Remote Sensing Big Data. Remote Sensing Big Data 281 291 .
Xu Yang, Zhiyong Lv, Jón Atli Benediktsson & Fengrui Chen. (2022) Novel Spatial–Spectral Channel Attention Neural Network for Land Cover Change Detection with Remote Sensed Images. Remote Sensing 15:1, pages 87.
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Abdulaziz Alshammari. (2022) Construction of VGG16 Convolution Neural Network (VGG16_CNN) Classifier with NestNet-Based Segmentation Paradigm for Brain Metastasis Classification. Sensors 22:20, pages 8076.
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S. Janarthanan, T. Ganesh Kumar, S. Janakiraman, Rajesh Kumar Dhanaraj & Mohd Asif Shah. (2022) An Efficient Multispectral Image Classification and Optimization Using Remote Sensing Data. Journal of Sensors 2022, pages 1-11.
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Liegang Xia, Jun Chen, Jiancheng Luo, Junxia Zhang, Dezhi Yang & Zhanfeng Shen. (2022) Building Change Detection Based on an Edge-Guided Convolutional Neural Network Combined with a Transformer. Remote Sensing 14:18, pages 4524.
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He Jian, Qifeng Lin, Juntao Wu, Xianguang Fan & Xin Wang. (2022) Design of the color classification system for sunglass lenses using PCA-PSO-ELM. Measurement 189, pages 110498.
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Dong Wen, Rou Li, Hao Tang, Yijun Liu, Xianglong Wan, Xianling Dong, M. Iqbal Saripan, Xifa Lan, Haiqing Song & Yanhong Zhou. (2022) Task-State EEG Signal Classification for Spatial Cognitive Evaluation Based on Multiscale High-Density Convolutional Neural Network. IEEE Transactions on Neural Systems and Rehabilitation Engineering 30, pages 1041-1051.
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Ziming Li, Chenxi Yan, Ying Sun & Qinchuan Xin. (2022) A Densely Attentive Refinement Network for Change Detection Based on Very-High-Resolution Bitemporal Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-18.
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Jiahao Chen, Junfu Fan, Mengzhen Zhang, Yuke Zhou & Chen Shen. (2022) MSF-Net: A Multiscale Supervised Fusion Network for Building Change Detection in High-Resolution Remote Sensing Images. IEEE Access 10, pages 30925-30938.
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Indira Bidari, Satyadhyan Chickerur & Abhishek THM. (2021) Hybrid Convolutional Neural Network with Change Detection on Hyperspectral Imagery. Hybrid Convolutional Neural Network with Change Detection on Hyperspectral Imagery.
Kaiqiang Song, Fengzhi Cui & Jie Jiang. (2021) An Efficient Lightweight Neural Network for Remote Sensing Image Change Detection. Remote Sensing 13:24, pages 5152.
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Di Lu, Liejun Wang, Shuli Cheng, Yongming Li & Anyu Du. (2021) CANet: A Combined Attention Network for Remote Sensing Image Change Detection. Information 12:9, pages 364.
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Andrea De Giorgi, David Solarna, Gabriele Moser, Deodato Tapete, Francesca Cigna, Giorgio Boni, Roberto Rudari, Sebastiano Bruno Serpico, Anna Rita Pisani, Antonio Montuori & Simona Zoffoli. (2021) Monitoring the Recovery after 2016 Hurricane Matthew in Haiti via Markovian Multitemporal Region-Based Modeling. Remote Sensing 13:17, pages 3509.
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