关于本人

陈关州

武汉大学摄影测量与遥感专业 工学博士
武汉大学测绘遥感信息工程国家重点实验室 博士后研究员
研究领域包括遥感影像智能解译、深度学习、测绘地理信息等,长期从事相关行业软件、技术产业化研究,共发表SCI索引学术论文13篇,获取国家发明专利7项,注册软件著作权1项,主持多项国家级、省部级科研项目,是“Github北极计划”开源项目MarkdownEditorCDTStudio的主要开发与维护人员。

研究方向

  • 高分辨率遥感影像面向对象分析
  • 遥感影像智能解译
  • 深度学习与人工智能
  • 计算机视觉与数字摄影测量
  • GIS工程项目开发

简介(划掉)

擅长Photoshop, Paint.net, Visual Studio, Qt Creator, Android Studio, PyCharm, ERDAS, ENVI, ArcGIS, QGIS, AutoCAD, Contextual Capture, MetaShape等软件的安装与卸载

精通C, C++, C#, Java, Python, Swift, QML, Matlab, LaTeX等单词的拼写

熟悉Windows, Linux, Mac, Android, iOS, WP8, Windows Mobile 10, MIUI, WSL2等系统的重启和开关机运维操作

掌握Vue, CesiumJS, OpenLayers, Nginx, WPF, OpenSceneGraph, Flask, HadoopTensorflow, PyTorch等框架的hello world demo构建。

主持科研项目

项目类型 项目名称 项目周期
国家自然科学基金青年基金项目 基于深度迁移学习的遥感影像地表覆盖分类方法 2022.1-2024.12
中国博士后科学基金面上资助(一等)项目 面向目标域小样本的高分辨率遥感影像地表覆盖分类研究 2020.7-2022.6
武汉大学自主科研青年教师资助项目 基于深度迁移学习的目标域无监督遥感影像地表覆盖分类方法 2021.1-2022.12

发表论文

Detection of vegetation coverage changes in the Yellow River Basin from 2003 to 2020 (2003-2020年黄河流域植被覆盖度变化检测) 链接
Chenxi Liu, Xiaodong Zhang*, Tong Wang, Guanzhou Chen, Kun Bhu, Qing Wang, Jing Wang
Ecological Indicators, 2022, 138: 108818. doi: 10.1016/j.ecolind.2022.108818. SCI

SDFCNv2: An Improved FCN Framework for Remote Sensing Images Semantic Segmentation (SDFCNv2:一种改进的遥感图像语义分割全卷积网络框架) 链接 · PDF
Guanzhou Chen, Xiaoliang Tan, Beibei Guo, Kun Zhu, Puyun Liao, Tong Wang, Qing Wang, Xiaodong Zhang*
Remote Sensing, 2021, 13(23): 4902. doi: 10.3390/rs13234902. SCI

Object-Based Classification Framework of Remote Sensing Images With Graph Convolutional Networks (面向对象的遥感影像图卷积网络分类框架 ) 链接 代码
Xiaodong Zhang, Xiaoliang Tan, Guanzhou Chen*, Kun Zhu, Puyun Liao, Tong Wang
IEEE Geoscience and Remote Sensing Letters, Early Access, doi: 10.1109/LGRS.2021.3072627. SCI

Single Object Tracking in Satellite Videos: Deep Siamese Network Incorporating an Interframe Difference Centroid Inertia Motion Model (卫星视频单目标跟踪:包含帧间差异质心惯性运动模型的深度孪生网络) 链接 · PDF
Kun Zhu, Xiaodong Zhang*, Guanzhou Chen, Xiaoliang Tan, Puyun Liao, Hongyu Wu, Xiujuan Cui, Yinan Zuo, Zhiyong Lv
Remote Sensing, 2021, 13(7): 1298. doi: 10.3390/rs13071298. SCI

Enlighten-GAN for Super Resolution Reconstruction in Mid-Resolution Remote Sensing Images (用于中分辨率遥感影像超分辨率重建的Enlighten-GAN模型)链接 · PDF
Yuanfu Gong, Puyun Liao, Xiaodong Zhang*, Lifei Zhang, Guanzhou Chen, Kun Zhu, Xiaoliang Tan, Zhiyong Lv
Remote Sensing. 2021; 13(6):1104. doi: 10.3390/rs13061104. SCI

山东省植被覆盖度长时序动态监测与分析 链接
刘晨曦, 陈关州, 王铜, 张晓东*, 朱坤, 王庆
山东农业大学学报(自然科学版), 2021, 52(04):585-594.

Convective Clouds Extraction from Himawari-8 Satellite Images Based on Double-Stream Fully Convolutional Networks (基于双流完全卷积网络的“葵花-8”卫星图像对流云提取 )链接
Xiaodong Zhang, Tong Wang, Guanzhou Chen*, Xiaoliang Tan, Kun Zhu
IEEE Geoscience and Remote Sensing Letters. 2020, 17(4), 553-557; doi: 10.1109/LGRS.2019.2926402. SCI

Haze removal from a single remote sensing image based on a fully convolutional neural network (基于全卷积神经网络的单张遥感影像去雾方法)链接
Ling Ke, Puyun Liao, Xiaodong Zhang*, Guanzhou Chen, Kun Zhu, Qing Wang, Xiaoliang Tan
Journal of Applied Remote Sensing, 13(3), 036505 (2019); doi: 10.1117/1.JRS.13.036505. SCI

Geospatial Object Detection on High Resolution Remote Sensing Imagery Based on Double Multi-Scale Feature Pyramid Network (基于双重多尺度特征金字塔网络的高分辨率遥感影像空间目标检测 )链接 · PDF
Xiaodong Zhang*, Kun Zhu, Guanzhou Chen, Xiaoliang Tan, Lifei Zhang, Fan Dai, Puyun Liao, Yuanfu Gong
Remote Sensing. 2019, 11(7), 755; doi:10.3390/rs11070755. SCI

基于深度学习的遥感影像地物目标检测和轮廓提取一体化模型 链接
张晓东, 张力飞*, 陈关州, 朱坤.
测绘地理信息, 2019, 44(6): 1-5.

基于谱段关联的近红外图像模拟方法 链接
武红宇, 王灵丽, 钟兴, 苏志强, 陈关州, 白杨*
光子学报, 2018, 47(4).

Change detection based on Faster R-CNN for high-resolution remote sensing images (基于Faster R-CNN的高分辨率遥感影像变化检测 )链接 · PDF
Qing Wang, Xiaodong Zhang*, Guanzhou Chen, Fan Dai, Yuanfu Gong, Kun Zhu
Remote Sensing Letters. 2018, 9(10): 923-932. SCI

Training Small Networks for Scene Classification of Remote Sensing Images via Knowledge Distillation (通过知识蒸馏训练小型网络对遥感图像进行场景分类 )链接 · PDF
Guanzhou Chen, Xiaodong Zhang*, Xiaoliang Tan, Yufeng Cheng, Fan Dai, Kun Zhu, Yuanfu Gong, Qing Wang
Remote Sensing 2018, 10(5), 719. SCI

Symmetrical Dense-Shortcut Deep Fully Convolutional Networks for Semantic Segmentation of Very-High-Resolution Remote Sensing Images (用于高分辨率遥感影像的语义分割的对称密集捷径深层全卷积网络 )链接
Guanzhou Chen, Xiaodong Zhang*, Qing Wang, Fan Dai, Yuanfu Gong, Kun Zhu
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018. SCI

An object-based supervised classification framework for very-high-resolution remote sensing images using convolutional neural networks (基于卷积神经网络的高分辨率遥感影像面向对象的监督分类框架 )链接
Xiaodong Zhang*, Qing Wang, Guanzhou Chen, Fan Dai, Kun Zhu, Yuanfu Gong, Yijuan Xie
Remote Sensing Letters. 2018, 9(4): 373-382. SCI

Object-based land-cover supervised classification for very-high-resolution UAV images using stacked denoising autoencoders (使用栈式降噪自编码器的高分辨率无人机图像的面向对象土地覆盖监督分类 )链接
Xiaodong Zhang*, Guanzhou Chen, Wenbo Wang, Qing Wang, Fan Dai
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017. SCI