徐萌  (Meng Xu)

助理教授

课题组招收专任教师，博士后和副研究员（年薪可达35万+），欢迎相关研究方向并有志来深圳地区工作的博士毕业生联系！

欢迎计算机、电子、遥感信息等相关方向的优秀同学报考硕士与博士研究生！邮箱：m.xu@szu.edu.cn 或贾森老师（senjia@szu.edu.cn）

代表论文:

SQformer: Spectral-Query transformer for hyperspectral image arbitrary-scale super-resolution

IEEE Transactions on Geoscience and Remote Sensing  (2024) .
Shuguo Jiang Nanying Li Meng Xu , Shuyu Zhang Sen Jia   [PDF]   [code]

遥感影像云检测和云去除方法综述

计算机研究与发展  (2024) .
Meng Xu , Sihan Wang Renzhong Guo Xiuping Jia Sen Jia   [PDF]

AACNet: Asymmetric Attention Convolution Network for Hyperspectral Image Dehazing

IEEE Transactions on Geoscience and Remote Sensing  (2023) .
Meng Xu , Yanxin Peng Ying Zhang Xiuping Jia Sen Jia   [PDF]   [code]   [code]

Stereo Cross-Attention Network for Unregistered Hyperspectral and Multispectral Image Fusion

IEEE Transactions on Geoscience and Remote Sensing  (2023) .
Yujuan Guo Xiyou Fu Meng Xu , Sen Jia   [PDF]   [code]

Dual Self-Attention Swin Transformer for Hyperspectral Image Super-Resolution

IEEE Transactions on Geoscience and Remote Sensing  (2023) .
Yaqian Long Xun Wang Meng Xu , Shuyu Zhang Shuguo Jiang Sen Jia   [PDF]   [code]

Graph-in-graph convolutional network for hyperspectral image classification

IEEE Transactions on Neural Networks and Learning Systems  (2022) .
Sen Jia Shuguo Jiang Shuyu Zhang Meng Xu , Xiuping Jia   [code]

Multiattention generative adversarial network for remote sensing image super-resolution

IEEE Transactions on Geoscience and Remote Sensing  (2022) .
Sen Jia Zhihao Wang Qingquan Li Xiuping Jia Meng Xu ,   [code]

Attention Mechanism-Based Generative Adversarial Networks for Cloud Removal in Landsat Images

Remote Sensing of Environment  (2022) .
Meng Xu , Furong Deng Sen Jia Xiuping Jia Antonio J Plaza   [PDF]   [code]

Unsupervised Spatial-Spectral CNN-Based Feature Learning for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing  (2022) .
Shuyu Zhang Meng Xu , Jun Zhou Sen Jia   [PDF]   [code]

A Multiscale Superpixel-Level Group Clustering Framework for Hyperspectral Band Selection

IEEE Transactions on Geoscience and Remote Sensing  (2022) .
Sen Jia Yue Yuan Nanying Li Jianhui Liao Qiang Huang Xiuping Jia Meng Xu ,   [PDF]   [code]

Sparsity Constrained Fusion of Hyperspectral and Multispectral Images

IEEE Geoscience and Remote Sensing Letters  (2022) .
Xiyou Fu Sen Jia Meng Xu , Jun Zhou Qingquan Li   [PDF]   [code]

Fusion of Hyperspectral and Multispectral Images Accounting for Localized Inter-Image Changes

IEEE Transactions on Geoscience and Remote Sensing  (2021) .
Xiyou Fu Sen Jia Meng Xu , Jun Zhou Qingquan Li   [PDF]   [code]

A Semisupervised Siamese Network for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing  (2021) .
Sen Jia Shuguo Jiang Zhijie Lin Meng Xu , Weiwei Sun Qiang Huang Jiasong Zhu Xiuping Jia   [PDF]

Multiview Spatial–Spectral Active Learning for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing  (2021) .
Meng Xu , Qingqing Zhao Sen Jia   [PDF]

3-D Gabor Convolutional Neural Network for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing  (2021) .
Sen Jia Jianhui Liao Meng Xu , Yan Li Jiasong Zhu Xiuping Jia Qingquan Li   [code]

Shearlet-based Structure-Aware Filtering for Hyperspectral and LiDAR Data Classification

Journal of Remote Sensing  (2021) .
Sen Jia Zhangwei Zhan Meng Xu ,   [PDF]   [code]

A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples

Neurocomputing  (2021) .
Sen Jia Shuguo Jiang Zhijie Lin Nanying Li Meng Xu , Shiqi Yu   [code]

Flexible Gabor-based Superpixel-level Unsupervised LDA for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing  (2021) .
Sen Jia Qingqing Zhao Jiayue Zhuang Dingding Tang Yaqian Long Meng Xu , Jun Zhou Qingquan Li   [code]

A Lightweight Convolutional Neural Network for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing  (2020) .
Sen Jia Zhijie Lin Meng Xu , Jun Zhou Qiang Huang Xiuping Jia Qingquan Li   [PDF]   [code]

Multiple Feature-Based Superpixel-Level Decision Fusion for Hyperspectral and LiDAR Data Classification

IEEE Transactions on Geoscience and Remote Sensing  (2020) .
Sen Jia Zhangwei Zhan Meng Zhang Meng Xu , Qiang Huang Jun Zhou Xiuping Jia   [PDF]   [code]

3-D Gaussian-Gabor feature extraction and selection for hyperspectral imagery classification

IEEE Transactions on Geoscience and Remote Sensing  (2019) .
Sen Jia Jiayue Zhuang Lin Deng Jiasong Zhu Meng Xu , Jun Zhou Xiuping Jia

Collaborative representation-based multiscale superpixel fusion for hyperspectral image classification

IEEE Transactions on Geoscience and Remote Sensing  (2019) .
Sen Jia Xianglong Deng Jiasong Zhu Meng Xu , Jun Zhou Xiuping Jia

Thin cloud removal from optical remote sensing images using the noise adjusted principal components transform

ISPRS Journal of Photogrammetry and Remote Sensing  (2019) .
Meng Xu , Xiuping Jia Pickering Mark Sen Jia

Statistical fusion-based transfer learning for hyperspectral image classification

IEEE International Geoscience and Remote Sensing Symposium  (IGRASS  2019)

发明专利:

1.   Sen Jia , Zhangwei Zhan , Lin Deng , Meng Xu , "基于尺度自适应滤波的高光谱和LiDAR联合分类方法", 中国, 申请号：202011353979.2, (等待实审提案), 专利号：202011353979.2),

2.   Sen Jia , Qingqing Zhao , Meng Xu , "高光谱图像分类方法及相关设备", 中国, 申请号：202011144440.6, (一通出案待答复), 专利号：202011144440.6),

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电子邮件：m.xu@szu.edu.cn

办公室地址：办公室地址：深圳大学南校区计算机大楼