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International Journal of Remote Sensing Volume 43, 2022 - Issue 15-16: Learning from Data for Remote Sensing Image Analysis
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Research Article

Cloud/shadow segmentation based on multi-level feature enhanced network for remote sensing imagery

Shoukuan Miaoa Jiangsu Collaborative Innovation Center on Atmospheric Environment and Equipment Technology, Nanjing University of Information Science and Technology, Nanjing, People’s Republic of ChinaView further author information
,
Min Xiaa Jiangsu Collaborative Innovation Center on Atmospheric Environment and Equipment Technology, Nanjing University of Information Science and Technology, Nanjing, People’s Republic of ChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0003-4681-9129View further author information
ORCID Icon,
Ming Qianb State Key Laboratory LIESMARS, Wuhan University, Wuhan, People’s Republic of ChinaView further author information
,
Yonghong Zhanga Jiangsu Collaborative Innovation Center on Atmospheric Environment and Equipment Technology, Nanjing University of Information Science and Technology, Nanjing, People’s Republic of ChinaView further author information
,
Jia Liua Jiangsu Collaborative Innovation Center on Atmospheric Environment and Equipment Technology, Nanjing University of Information Science and Technology, Nanjing, People’s Republic of ChinaView further author information
&
Haifeng Linc College of Information Science and Technology, Nanjing Forestry University, Nanjing, People’s Republic of ChinaView further author information
Pages 5940-5960 | Received 25 Aug 2021, Accepted 24 Nov 2021, Published online: 09 Jan 2022

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Zhanming Ma, Min Xia, Haifeng Lin, Ming Qian & Yonghong Zhang. (2023) FENet: feature enhancement network for land cover classification. International Journal of Remote Sensing 44:5, pages 1702-1725.
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Yakoub Bazi, Gabriele Cavallaro, Begüm Demir & Farid Melgani. (2022) Learning from Data for Remote Sensing Image Analysis. International Journal of Remote Sensing 43:15-16, pages 5527-5533.
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Bingyu Chen, Min Xia, Ming Qian & Junqing Huang. (2022) MANet: a multi-level aggregation network for semantic segmentation of high-resolution remote sensing images. International Journal of Remote Sensing 43:15-16, pages 5874-5894.
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Kai Hu, Enwei Zhang, Min Xia, Huiqin Wang, Xiaoling Ye & Haifeng Lin. (2024) Cross-dimensional feature attention aggregation network for cloud and snow recognition of high satellite images. Neural Computing and Applications 36:14, pages 7779-7798.
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Ziwei Hu, Liguo Weng, Min Xia, Kai Hu & Haifeng Lin. (2024) HyCloudX: A Multibranch Hybrid Segmentation Network With Band Fusion for Cloud/Shadow. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17, pages 6762-6778.
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Jianbo Xiao, Taotao Cheng, Deliang Chen, Hui Chen, Ning Li, Yanyan Lu & Liang Cheng. (2024) Robust Land Cover Classification With Local–Global Information Decoupling to Address Remote Sensing Anomalous Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17, pages 5774-5789.
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Zhongchen Wang, Min Xia, Liguo Weng, Kai Hu & Haifeng Lin. (2024) Dual Encoder–Decoder Network for Land Cover Segmentation of Remote Sensing Image. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17, pages 2372-2385.
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Hongyang Yin, Chong Ma, Liguo Weng, Min Xia & Haifeng Lin. (2023) Bitemporal Remote Sensing Image Change Detection Network Based on Siamese-Attention Feedback Architecture. Remote Sensing 15:17, pages 4186.
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Xin Dai, Kai Chen, Min Xia, Liguo Weng & Haifeng Lin. (2023) LPMSNet: Location Pooling Multi-Scale Network for Cloud and Cloud Shadow Segmentation. Remote Sensing 15:16, pages 4005.
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Chong Ma, Hongyang Yin, Liguo Weng, Min Xia & Haifeng Lin. (2023) DAFNet: A Novel Change-Detection Model for High-Resolution Remote-Sensing Imagery Based on Feature Difference and Attention Mechanism. Remote Sensing 15:15, pages 3896.
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Chong Ma, Liguo Weng, Min Xia, Haifeng Lin, Ming Qian & Yonghong Zhang. (2023) Dual-branch network for change detection of remote sensing image. Engineering Applications of Artificial Intelligence 123, pages 106324.
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Huiwen Ji, Min Xia, Dongsheng Zhang & Haifeng Lin. (2023) Multi-Supervised Feature Fusion Attention Network for Clouds and Shadows Detection. ISPRS International Journal of Geo-Information 12:6, pages 247.
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Weifeng Chen, Xiyang Wang, Shanping Gao, Guangtao Shang, Chengjun Zhou, Zhenxiong Li, Chonghui Xu & Kai Hu. (2023) Overview of Multi-Robot Collaborative SLAM from the Perspective of Data Fusion. Machines 11:6, pages 653.
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Chong Zhang, Yonghong Zhang & Haifeng Lin. (2023) Multi-Scale Feature Interaction Network for Remote Sensing Change Detection. Remote Sensing 15:11, pages 2880.
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Kai Hu, Enwei Zhang, Xin Dai, Min Xia, Fenghua Zhou, Liguo Weng & Haifeng Lin. (2023) MCSGNet: A Encoder–Decoder Architecture Network for Land Cover Classification. Remote Sensing 15:11, pages 2810.
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Qianjun Zhang & Jin Yuan. (2023) Semantic-Aligned Cross-Modal Visual Grounding Network with Transformers. Applied Sciences 13:9, pages 5649.
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Kai Hu, Tianyan Wang, Chaowen Shen, Chenghang Weng, Fenghua Zhou, Min Xia & Liguo Weng. (2023) Overview of Underwater 3D Reconstruction Technology Based on Optical Images. Journal of Marine Science and Engineering 11:5, pages 949.
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Dehao Wang, Liguo Weng, Min Xia & Haifeng Lin. (2023) MBCNet: Multi-Branch Collaborative Change-Detection Network Based on Siamese Structure. Remote Sensing 15:9, pages 2237.
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Chao Zhang, Liguo Weng, Li Ding, Min Xia & Haifeng Lin. (2023) CRSNet: Cloud and Cloud Shadow Refinement Segmentation Networks for Remote Sensing Imagery. Remote Sensing 15:6, pages 1664.
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Jing Chen, Min Xia, Dehao Wang & Haifeng Lin. (2023) Double Branch Parallel Network for Segmentation of Buildings and Waters in Remote Sensing Images. Remote Sensing 15:6, pages 1536.
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Hongjie Zhou, Rufei Zhang, Xiaoyu He, Nannan Li, Yong Wang & Sheng Shen. (2023) MCEENet: Multi-Scale Context Enhancement and Edge-Assisted Network for Few-Shot Semantic Segmentation. Sensors 23:6, pages 2922.
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Fei Yan, Hui Zhang, Yaogen Li, Yongjia Yang & Yinping Liu. (2023) End-to-End: A Simple Template for the Long-Tailed-Recognition of Transmission Line Clamps via a Vision-Language Model. Applied Sciences 13:5, pages 3287.
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Hongyang Yin, Liguo Weng, Yan Li, Min Xia, Kai Hu, Haifeng Lin & Ming Qian. (2023) Attention-guided siamese networks for change detection in high resolution remote sensing images. International Journal of Applied Earth Observation and Geoinformation 117, pages 103206.
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Shengchun Yang, Kedong Zhu, Feng Li, Liguo Weng & Liangcheng Cheng. (2023) MFAMNet: Multi-Scale Feature Attention Mixture Network for Short-Term Load Forecasting. Applied Sciences 13:5, pages 2998.
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Fang Yu, Zhihua Wang, Xiaodong Zhang & Min Xia. (2023) DRA-net: A new deep learning framwork for non-intrusive load disaggregation. Frontiers in Energy Research 11.
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Kai Hu, Enwei Zhang, Min Xia, Liguo Weng & Haifeng Lin. (2023) MCANet: A Multi-Branch Network for Cloud/Snow Segmentation in High-Resolution Remote Sensing Images. Remote Sensing 15:4, pages 1055.
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Zhanming Ma, Min Xia, Liguo Weng & Haifeng Lin. (2023) Local Feature Search Network for Building and Water Segmentation of Remote Sensing Image. Sustainability 15:4, pages 3034.
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Zhiyong Fan, Kailai Liu, Jianmin Hou, Fei Yan & Qiang Zang. (2023) JAUNet: A U-Shape Network with Jump Attention for Semantic Segmentation of Road Scenes. Applied Sciences 13:3, pages 1493.
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Kai Chen, Min Xia, Haifeng Lin & Ming Qian. (2023) Multiscale Attention Feature Aggregation Network for Cloud and Cloud Shadow Segmentation. IEEE Transactions on Geoscience and Remote Sensing 61, pages 1-16.
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Xin Dai, Min Xia, Liguo Weng, Kai Hu, Haifeng Lin & Ming Qian. (2023) Multiscale Location Attention Network for Building and Water Segmentation of Remote Sensing Image. IEEE Transactions on Geoscience and Remote Sensing 61, pages 1-19.
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Guoying Miao, Huiqin Wang & Enwei Zhang. (2023) MAFNet: A Multiangle Attention Fusion Network for Land Cover Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16, pages 8655-8670.
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Liguo Weng, Kai Pang, Min Xia, Haifeng Lin, Ming Qian & Changjie Zhu. (2023) Sgformer: A Local and Global Features Coupling Network for Semantic Segmentation of Land Cover. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16, pages 6812-6824.
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Zhiyong Fan, Yu Liu, Min Xia, Jianmin Hou, Fei Yan & Qiang Zang. (2023) ResAt-UNet: A U-Shaped Network Using ResNet and Attention Module for Image Segmentation of Urban Buildings. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16, pages 2094-2111.
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Lei Song, Min Xia, Liguo Weng, Haifeng Lin, Ming Qian & Binyu Chen. (2023) Axial Cross Attention Meets CNN: Bibranch Fusion Network for Change Detection. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16, pages 21-32.
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Xu Shen, Liguo Weng, Min Xia & Haifeng Lin. (2022) Multi-Scale Feature Aggregation Network for Semantic Segmentation of Land Cover. Remote Sensing 14:23, pages 6156.
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Liguo Weng, Jiahong Gao, Min Xia & Haifeng Lin. (2022) MSNet: Multifunctional Feature-Sharing Network for Land-Cover Segmentation. Remote Sensing 14:20, pages 5209.
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Kai Hu, Yiwu Ding, Junlan Jin, Min Xia & Huaming Huang. (2022) Multiple Attention Mechanism Graph Convolution HAR Model Based on Coordination Theory. Sensors 22:14, pages 5259.
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Chaoyun Yang, Yonghong Zhang, Min Xia, Haifeng Lin, Jia Liu & Yang Li. (2022) Satellite Image for Cloud and Snow Recognition Based on Lightweight Feature Map Attention Network. ISPRS International Journal of Geo-Information 11:7, pages 390.
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Zhongwen Wang, Haozhu Lu, Junlan Jin & Kai Hu. (2022) Human Action Recognition Based on Improved Two-Stream Convolution Network. Applied Sciences 12:12, pages 5784.
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Kai Hu, Dongsheng Zhang, Min Xia, Ming Qian & Binyu Chen. (2022) LCDNet: Light-Weighted Cloud Detection Network for High-Resolution Remote Sensing Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 4809-4823.
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