基本信息
刁文辉  男  硕导  中国科学院空天信息创新研究院
电子邮件: diaowh@aircas.ac.cn
通信地址: 北京市海淀区中关村北一条9号
邮政编码:

研究领域

计算机视觉与遥感图像理解
地理空间大数据解译

招生信息

   
招生专业
081002-信号与信息处理
招生方向
遥感图像解译,人工智能与模式识别,计算机视觉

教育背景

2011-09--2016-07   中国科学院大学   工学博士
2007-09--2011-07   西安电子科技大学   工学学士

工作经历

   
工作简历
2020-11~现在, 中国科学院空天信息创新研究院, 副研究员
2019-07~2020-10,中国科学院空天信息创新研究院, 助理研究员
2016-07~2019-06,中国科学院电子学研究所, 助理研究员
社会兼职
2020-12-15-今,Remote Sensing期刊, 客座编委

教授课程

遥感图像智能解译:从统计学习到深度认知

专利与奖励

   
奖励信息
(1) 中国科学院青年创新促进会会员, 院级, 2021
(2) 中国科学院空天信息创新研究院“未来之星”, 研究所(学校), 2020
专利成果
( 1 ) 基于深度形状先验的遥感图像目标精细化提取方法, 发明, 2019, 第 3 作者, 专利号: ZL201710247158.2
( 2 ) 一种大规模遥感图像中不规则形状目标的检测方法及系统, 发明, 2021, 第 4 作者, 专利号: ZL202010567183.0
( 3 ) 基于半监督对抗学习的模型训练方法及图像变化分析方法, 发明, 2020, 第 4 作者, 专利号: ZL202010424109.3
( 4 ) 一种用于车辆检测的无人机与地面协同处理系统, 发明, 2021, 第 5 作者, 专利号: ZL202010439658.8
( 5 ) 基于多模态端到端网络的遥感数据精细化分类方法及装置, 发明, 2020, 第 5 作者, 专利号: ZL202010350102.1
( 6 ) 一种基于动态注意力机制的遥感目标快速检测方法及系统, 发明, 2021, 第 3 作者, 专利号: ZL202010439450.6
( 7 ) 基于自注意特征聚合网络的遥感图像语义分割方法及装置, 发明, 2021, 第 2 作者, 专利号: ZL202010350688.1
( 8 ) 一种用于车辆检测的无人机与地面协同处理系统, 发明, 2021, 第 5 作者, 专利号: ZL202010439658.8

出版信息

   
发表论文
(1) Dynamic Pseudo-Label Generation for Weakly Supervised Object Detection in Remote Sensing Images, Remote Sensing, 2021, 第 4 作者
(2) AF-EMS Detector: Improve the Multi-Scale Detection Performance of the Anchor-Free Detector, Remote Sensing, 2021, 通讯作者
(3) PCAN—Part-Based Context Attention Network for Thermal Power Plant Detection in Remote Sensing Imagery, Remote Sensing, 2021, 第 2 作者
(4) Double Similarity Distillation for Semantic Image Segmentation, IEEE Transactions on Image Processing, 2021, 第 3 作者
(5) BoundaryMix: Generating Pseudo-Training Images for Improving Segmentation with Scribble Annotations, Pattern Recognition, 2021, 第 5 作者
(6) C3Net: Cross-Modal Feature Recalibrated, Cross-Scale Semantic Aggregated and Compact Network for Semantic Segmentation of Multi-Modal High-Resolution Aerial Images, Remote Sensing, 2021, 第 2 作者
(7) 遥感大数据条件下多星一体化处理与分析, 遥感学报, 2021, 第 4 作者
(8) CBF-Net: An Adaptive Context Balancing and Feature Filtering Network for Point Cloud Classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 通讯作者
(9) Diamondnet: Ship Detection in Remote Sensing Images by Extracting and Clustering Keypoints in A Diamond, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, 第 2 作者
(10) Automated and lightweight network design via random search for remote sensing image scene classification, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, 第 2 作者
(11) Npaloss: Neighboring Pixel Affinity Loss for Semantic Segmentation in High-Resolution Aerial Imagery, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, 第 2 作者
(12) SAR Target Classification Based on Sample Spectral Regularization, Remote Sensing, 2020, 第 3 作者
(13) 遥感边缘智能技术研究进展及挑战, 中国图象图形学报, 2020, 第 3 作者
(14) JMLNet: Joint Multi-Label Learning Network for Weakly Supervised Semantic Segmentation in Aerial Images, Remote Sensing, 2020, 第 6 作者
(15) Compact Cloud Detection with Bidirectional Self-Attention Knowledge Distillation, Remote Sensing, 2020, 第 4 作者
(16) Convolutional Neural Network-Based Transfer Learning for Optical Aerial Images Change Detection, IEEE Geoscience and Remote Sensing Letter, 2020, 第 6 作者
(17) FMSSD: Feature-Merged Single-Shot Detection for Multiscale Objects in Large-Scale Remote Sensing Imagery, IEEE Transactions on Geoscience and Remote Sensing, 2020, 第 3 作者
(18) FGATR-Net: Automatic Network Architecture Design for Fine-Grained Aircraft Type Recognition in Remote Sensing Images, Remote Sensing, 2020, 第 3 作者
(19) SRAF-Net: Shape Robust Anchor-Free Network for Garbage Dumps in Remote Sensing Imagery, IEEE Transactions on Geoscience and Remote Sensing, 2020, 第 5 作者
(20) FAS-Net: Construct Effective Features Adaptively for Multi-Scale Object Detection, Proceedings of the AAAI Conference on Artificial Intelligence, 2020, 2020, 第 6 作者
(21) Topological Space Knowledge Distillation for Compact Road Extraction in Optical Remote Sensing Images, Remote Sensing, 2020, 第 4 作者
(22) Towards Automated Ship Detection and Category Recognition from High-Resolution Aerial Images, Remote Sensing, 2019, 第 2 作者
(23) Ship Instance Segmentation From Remote Sensing Images Using Sequence Local Context Module, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, 第 2 作者
(24) Semantic Labeling for High-resolution Aerial Images based on the Dmffnet, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, 第 2 作者
(25) Ground Moving Target Indication Based on Optical Flow in Single-Channel SAR, IEEE Geoscience and Remote Sensing Letter, 2019, 第 3 作者
(26) Mergenet:Feature-Merged Network for Multi-Scale Object Detection in Remote Sensing Images, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, 第 3 作者
(27) End-to-End DSM Fusion Networks for Semantic Segmentation in High-Resolution Aerial Images, IEEE Geoscience and Remote Sensing Letter, 2019, 第 4 作者
(28) IoU-Adaptive Deformable R-CNN: Make Full Use of IoU for Multi-Class Object Detection in Remote Sensing Imagery, Remote Sensing, 2019, 第 4 作者
(29) LAM: Remote Sensing Image Captioning with Label-Attention Mechanism, Remote Sensing, 2019, 第 2 作者
(30) AIR-SARShip-1.0:高分辨率SAR舰船检测数据集, 雷达学报, 2019, 第 4 作者
(31) Aircraft Detection in Sar Images Using Saliency Based Location Regression Network, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, 第 1 作者
(32) WSF-NET: Weakly Supervised Feature-Fusion Network for Binary Segmentation in Remote Sensing Image, Remote Sensing, 2018, 第 3 作者
(33) Remote Sensing Image Change Detection Method Based on DBN and Object Fusion, Computer Engineering, 2018, 第 4 作者
(34) Aircraft Recognition in SAR Images Based on Scattering Structure Feature and Template Matching, IEEE Journal of Selected Topics in Applied Earth, 2018, 第 4 作者
(35) Aircraft Reconstruction in High-Resolution SAR Images Using Deep Shape Prior, ISPRS International Journal of Geo-Information, 2017, 通讯作者
(36) Extracting rooftops from remote sensing images using both top-down and bottom-up processes, Remote Sensing Letters, 2017, 第 3 作者
(37) Vehicle detection in remote sensing images using denoizing-based convolutional neural networks, Remote Sensing Letters, 2017, 第 6 作者
(38) Shape-based object extraction in high-resolution remote-sensing images using deep Boltzmann machine, International Journal of Remote Sensing, 2016, 第 1 作者
(39) Automatic building reconstruction from high resolution InSAR data using stochastic geometrical model, IGARSS 2016 - 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016, 第 4 作者
(40) Aircraft recognition in high resolution SAR images using saliency map and scattering structure features, IGARSS 2016 - 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016, 第 2 作者
(41) Model selection for high resolution InSAR coherence statistics over urban areas and its application in building detection, IGARSS 2016 - 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016, 第 3 作者
(42) Efficient Saliency-Based Object Detection in Remote Sensing Images Using Deep Belief Networks, IEEE Geoscience & Remote Sensing Letters, 2016, 第 1 作者
(43) Object recognition in remote sensing images using sparse deep belief networks, Remote Sensing Letters, 2015, 第 1 作者
发表著作
(1) 地理空间大数据分析:方法与应用, 国防工业出版社, 2021-04, 第 4 作者

科研活动

   
科研项目
( 1 ) 基于深度端到端模型的大场景遥感图像人造目标快速检测方法研究, 主持, 国家级, 2018-01--2020-12
( 2 ) 基于面基元模板稀疏重构的遥感图像目标识别方法, 主持, 国家级, 2017-12--2018-12
( 3 ) 高分专项基础支撑技术SAR图像目标识别, 主持, 国家级, 2019-12--2021-06
( 4 ) XX解译系统综合集成应用系统, 参与, 国家级, 2021-05--2022-09
( 5 ) 大数据背景下基于深度学习的多源数据分析技术, 参与, 国家级, 2016-10--2020-12
( 6 ) XX卫星地面应用XX处理分系统, 主持, 国家级, 2021-05--2022-09
( 7 ) 高分专项测试评估平台, 参与, 国家级, 2019-12--2021-06