基本信息
董秋雷  男  博导  中国科学院自动化研究所
电子邮件: qldong@nlpr.ia.ac.cn
通信地址: 北京海淀区中关村东路95号智能化大厦1406室
邮政编码: 100190

研究领域

计算机视觉、模式识别

招生信息

欢迎对计算机视觉、模式识别感兴趣的同学报考,同时也希望报考的同学具备较好的数学基础与计算机编程能力。

招生专业
081104-模式识别与智能系统
招生方向
计算机视觉
模式识别

教育背景

2003-09--2008-06   中国科学院自动化研究所   博士
1999-09--2003-06   东北大学   学士

教授课程

图像处理与计算机视觉
计算机视觉
计算机视觉 II
数值信号处理与分析

专利与奖励

   
奖励信息
(1) 朱李月华优秀教师奖, , 院级, 2020

科研活动

   
科研项目
( 1 ) 基于分解模型的由运动恢复非刚体结构方法研究, 负责人, 国家任务, 2016-01--2019-12
( 2 ) 基于深度学习的复杂三维场景复原方法研究, 负责人, 国家任务, 2014-01--2017-12
( 3 ) 基于神经生理的立体视觉模型与方法, 参与, 中国科学院计划, 2015-07--2017-06
( 4 ) 星载多谱段图像几何和光谱特征识别方法研究, 负责人, 其他国际合作项目, 2017-06--2018-12
( 5 ) 面向台风灾害评估的目标快速三维重建与动态监测研究, 负责人, 国家任务, 2019-01--2022-12
( 6 ) 三目视觉识别和测量技术, 负责人, 境内委托项目, 2018-03--2020-12
( 7 ) SAR图像小样本下的泛化学习, 负责人, 国家任务, 2020-01--2024-12
( 8 ) 复杂环境感知与理解, 负责人, 中国科学院计划, 2020-01--2022-12
( 9 ) 癫痫复杂脑网络建模、预测与闭环调控研究, 负责人, 国家任务, 2021-12--2026-11
( 10 ) 零样本三维点云语义分割, 负责人, 国家任务, 2024-01--2027-12

指导学生

已指导学生

陈新泽  硕士研究生  081203-计算机应用技术  

徐梦洋  硕士研究生  085211-计算机技术  

牛李金梁  硕士研究生  081203-计算机应用技术  

陈豹  硕士研究生  081104-模式识别与智能系统  

邓爽  博士研究生  081104-模式识别与智能系统  

王东骥  硕士研究生  085211-计算机技术  

周正铭  硕士研究生  081104-模式识别与智能系统  

现指导学生

孙珈因  博士研究生  081104-模式识别与智能系统  

高梦宇  博士研究生  081104-模式识别与智能系统  

李嘉楠  博士研究生  081203-计算机应用技术  

刘雨臻  博士研究生  081104-模式识别与智能系统  

谭涛  博士研究生  081203-计算机应用技术  

王芷熙  硕士研究生  085410-人工智能  

张家诚  博士研究生  081203-计算机应用技术  

张礼霆  硕士研究生  081104-模式识别与智能系统  

徐时捷  博士研究生  081104-模式识别与智能系统  

工作经历

2016 - 至今    中国科学院自动化研究所                  研究员

2011 - 2016    中国科学院自动化研究所                 副研究员

2014 - 2015   美国加利福尼亚大学洛杉矶分校       访问研究

2008 - 2011   中国科学院自动化研究所                  助理研究员 

工作简历
2016-10~现在, 中国科学院自动化研究所, 研究员
2014-02~2015-02,美国加利福尼亚大学洛杉矶分校, 访问学者
2011-10~2016-10,中国科学院自动化研究所, 副研究员
2008-07~2011-10,中国科学院自动化研究所, 助理研究员
社会兼职
2023-08-31-今,电子与信息学报, 客座编辑
2021-05-26-今,雷达学报, 客座编辑
2019-01-01-今,Journal of Computer Science and Technology, Editorial Board of Young Scientists

出版信息

   
发表论文
[1] Sun, Jiayin, Dong, Qiulei. Conditional feature generation for transductive open-set recognition via dual-space consistent sampling. PATTERN RECOGNITION[J]. 2024, 146: http://dx.doi.org/10.1016/j.patcog.2023.110046.
[2] Liu, Yuzhen, Dong, Qiulei. Descriptor Distillation: a Teacher-Student-Regularized Framework for Learning Local Descriptors. International Journal of Computer Vision[J]. 2024, 
[3] Gao, Mengyu, Dong, Qiulei. Adaptive Conditional Denoising Diffusion Model with Hybrid Affinity Regularizer for Generalized Zero-shot Learning. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2024, 
[4] Li, jianan, Dong, Qiulei. Density-Guided Semi-Supervised 3D Semantic Segmentation with Dual-Space Hardness Sampling. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2024, 
[5] Tan, Tao, Dong, Qiulei. SMOC-Net: Leveraging Camera Pose for Self-Supervised Monocular Object Pose Estimation. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2023, 
[6] Gao, Mengyu, Xu, Jiping, Yu, Jiabin, Dong, Qiulei. Distilled Heterogeneous Feature Alignment Network for SAR Image Semantic Segmentation. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2023, 20: http://dx.doi.org/10.1109/LGRS.2023.3293160.
[7] Sun, Jiayin, Wang, Hong, Dong, Qiulei. Hierarchical Attention Network for Open-Set Fine-Grained Image Recognition. IEEE Transactions on Circuits and Systems for Video Technology[J]. 2023, 
[8] Yang, Xinpeng, Zhang, Qiang, Dong, Qiulei, Han, Zhen, Luo, Xiliang, Wei, Dongdong. Ship Instance Segmentation Based on Rotated Bounding Boxes for SAR Images. REMOTE SENSING[J]. 2023, 15(5): http://dx.doi.org/10.3390/rs15051324.
[9] Wang, Wei, Dong, Qiulei, Hu, Zhanyi. ASPPR: active single-image piecewise planar 3D reconstruction based on geometric priors. SCIENCE CHINA-INFORMATION SCIENCES[J]. 2023, 66(7): 293-295, http://dx.doi.org/10.1007/s11432-022-3631-6.
[10] Li, Jianan, Dong, Qiulei. Open-set Semantic Segmentation for Point Clouds via Adversarial Prototype Framework. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2023, 
[11] Wei Wang, Qiulei Dong, Zhanyi Hu. Single-image piecewise planar reconstruction of urban buildings based on geometric priors. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2023, 204: 105-116, http://dx.doi.org/10.1016/j.isprsjprs.2023.09.005.
[12] Sun, Jiayin, Wang, Hong, Dong, Qiulei. MoEP-AE: Autoencoding Mixtures of Exponential Power Distributions for Open-Set Recognition. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2023, 33(1): 312-325, http://dx.doi.org/10.1109/TCSVT.2022.3200112.
[13] Chuan Yang, Tingting Li, Dong, Qiulei, Yanyan Zhao. Chromosome classification via deep learning and its application to patients with structural abnormalities of chromosomes. MEDICAL ENGINEERING AND PHYSICS[J]. 2023, http://dx.doi.org/10.1016/j.medengphy.2023.104064.
[14] Zhou, Zhengming, Dong, Qiulei. Two-in-One Depth: Bridging the Gap Between Monocular and Binocular Self-supervised Depth Estimation. IEEE International Conference on Computer Vision (ICCV). 2023, 
[15] Haixia Wang, Zhigang Zhang, Zhanyi Hu, Dong, Qiulei. SAR-to-Optical Image Translation with Hierarchical Latent Features. IEEE Transactions on Geoscience and Remote Sensing[J]. 2022, 60(5233812): 1-12., 
[16] Xing, Siyuan, Dong, Qiulei, Hu, Zhanyi. SCE-Net: Self- and Cross-Enhancement Network for Single-View Height Estimation and Semantic Segmentation. REMOTE SENSING[J]. 2022, 14(9): http://dx.doi.org/10.3390/rs14092252.
[17] Zhou, Zhengming, Dong, Qiulei. Learning Occlusion-Aware Coarse-to-Fine Depth Map for Self-supervised Monocular Depth Estimation. ACM International Conference on Multimedia (MM). 2022, 
[18] Deng, Shuang, Dong, Qiulei, Liu, Bo, Hu, Zhanyi. Superpoint-guided Semi-supervised Semantic Segmentation of 3D Point Clouds. IEEE International Conference on Robotics and Automation (ICRA). 2022, 
[19] Qiang Liu, Xiao Lu, Dong, Qiulei, Yangyong Zhang, Haixia Wang. SG-SRNs: Superpixel-Guided Scene Representation Networks. IEEE SIGNAL PROCESSING LETTERS[J]. 2022, 29: 2038-2042, 
[20] Pinhe Wang, Limin Shi, Bao Chen, Zhanyi Hu, Jianzhong Qiao, Dong, Qiulei. Pursuing 3D Scene Structures with Optical Satellite Images from Affine Reconstruction to Euclidean Reconstruction. IEEE Transactions on Geoscience and Remote Sensing[J]. 2022, 60(5632214): 1-14, 
[21] Zhou, Zhengming, Dong, Qiulei. Self-distilled Feature Aggregation for Self-supervised Monocular Depth Estimation. European Conference on Computer Vision (ECCV). 2022, 
[22] Dong, Qiulei, Gao, Xiang, Cui, Hainan, Hu, Zhanyi. Robust Camera Translation Estimation via Rank Enforcement. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2022, 52(2): 862-872, http://dx.doi.org/10.1109/TCYB.2020.2988679.
[23] Niu, Lijinliang, Dong, Qiulei, Zhaopeng Gu, Juntao Ye. Real-Time Localization and Matching of Corneal Reflections for Eye Gaze Estimation via a Lightweight Network. The Ninth International Symposium of Chinese CHI[J]. 2021, 
[24] Liu, Bo, Hu, Lihua, Dong, Qiulei, Hu, Zhanyi. An Iterative Co-Training Transductive Framework for Zero Shot Learning. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2021, 30: 6943-6956, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000682121800005.
[25] Liu, Bo, Dong, Qiulei, Hu, Zhanyi. Semantic-diversity transfer network for generalized zero-shot learning via inner disagreement based OOD detector. KNOWLEDGE-BASED SYSTEMS[J]. 2021, 229: http://dx.doi.org/10.1016/j.knosys.2021.107337.
[26] Deng, Shuang, Liu, Bo, Dong, Qiulei, Hu, Zhanyi. Rotation Transformation Network: Learning View-Invariant Point Cloud for Classification and Segmentation. IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME)[J]. 2021, http://arxiv.org/abs/2107.03105.
[27] Wang, Dongji, Dong, Qiulei. Multi-Depth Convolution Network with Shallow-Deep Feature Integration for Semantic Labeling in Remote Sensing Images. IEEE Geoscience and Remote Sensing Letters[J]. 2021, 19: 1-5, 
[28] 仇晓兰, 焦泽坤, 彭凌霄, 陈健堃, 郭嘉逸, 周良将, 陈龙永, 丁赤飚, 徐丰, 董秋雷, 吕守业. SARMV3D-1.0:SAR微波视觉三维成像数据集. 雷达学报[J]. 2021, 10(4): 485-498, http://lib.cqvip.com/Qikan/Article/Detail?id=7105444828.
[29] Bo, Liu, Dong, Qiulei, Hu, Zhanyi. Hardness Sampling for Self-Training Based Transductive Zero-Shot Learning. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2021, 
[30] Siyuan Xing, Dong, Qiulei, Hu Zhanyi. Gated Feature Aggregation for Height Estimation from Single Aerial Images. IEEE Geoscience and Remote Sensing Letters[J]. 2021, 
[31] Deng, Shuang, Dong, Qiulei. GA-NET: Global Attention Network for Point Cloud Semantic Segmentation. IEEE SIGNAL PROCESSING LETTERS[J]. 2021, 28: 1300-1304, http://dx.doi.org/10.1109/LSP.2021.3082851.
[32] Siqi Fan, Dong, Qiulei, Fenghua Zhu, Yisheng Lv, Peijun Ye, Fei-Yue Wang. SCF-Net: Learning Spatial Contextual Features for Large-Scale Point Cloud Segmentation. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2021, 
[33] Liu, Bo, Dong, Qiulei, Hu, Zhanyi. Zero-Shot Learning from Adversarial Feature Residual to Compact Visual Feature. AAAI[J]. 2020, http://arxiv.org/abs/2008.12962.
[34] 邓爽, 王波, 董秋雷. 一种基于双目视觉的卫星相对位姿测量方法. 空间控制技术与应用[J]. 2020, 46(6): 53-58, http://lib.cqvip.com/Qikan/Article/Detail?id=7103927386.
[35] Dong, Qiulei, Liu, Bo, Hu, Zhanyi. Non-uniqueness Phenomenon of Object Representation in Modeling IT Cortex by Deep Convolutional Neural Network (DCNN). FRONTIERS IN COMPUTATIONAL NEUROSCIENCE[J]. 2020, 14: https://doaj.org/article/3b2934c0f4fa420d8f60d48634e479c7.
[36] Chang, Liang, Jin, Lihua, Weng, Lifen, Chao, Wentao, Wang, Xuguang, Deng, Xiaoming, Dong, Qiulei. Face-sketch learning with human sketch-drawing order enforcement. SCIENCE CHINA-INFORMATION SCIENCES. 2020, 63(11): 270-272, https://www.sciengine.com/doi/10.1007/s11432-019-2890-8.
[37] Dong, Qiulei, Wang, Hong. Latent-Smoothness Nonrigid Structure From Motion by Revisiting Multilinear Factorization. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2019, 49(9): 3557-3570, 
[38] Dong, Qiulei, Shu, Mao, Cui Hainan, Xu, Huarong, Hu, Zhanyi. Learning stratified 3D reconstruction. SCIENCE CHINA-INFORMATION SCIENCES[J]. 2018, 61(2): 
[39] Zhang, Ting, Wang, Hong, Dong, Qiulei. Deep Disentangling Siamese Network for Frontal Face Synthesis Under Neutral Illumination. IEEE SIGNAL PROCESSING LETTERS[J]. 2018, 25(9): 1344-1348, http://dx.doi.org/10.1109/LSP.2018.2858558.
[40] Dong, Qiulei, Wang, Hong, Hu, Zhanyi. Statistics of Visual Responses to Image Object Stimuli from Primate AIT Neurons to DNN Neurons. NEURAL COMPUTATION[J]. 2018, 30(2): 447-476, http://dx.doi.org/10.1162/neco_a_01039.
[41] Dong, Qiulei, Wang, Hong, Hu, Zhanyi. Commentary: Using goal-driven deep learning models to understand sensory cortex. FRONTIERS IN COMPUTATIONAL NEUROSCIENCE. 2018, 12: https://doaj.org/article/ff004a72221040b8aa5e71fd1a608b81.
[42] Zhang, Ting, Dong, Qiulei, Tang, Ming, Hu, Zhanyi. Two-Stream Deep Correlation Network for Frontal Face Recovery. IEEE SIGNAL PROCESSING LETTERS[J]. 2017, 24(10): 1478-1482, http://dx.doi.org/10.1109/LSP.2017.2736542.
[43] Dong, Qiulei, Liu, Bo, Hu, Zhanyi. Comparison of IT Neural Response Statistics with Simulations. FRONTIERS IN COMPUTATIONAL NEUROSCIENCE[J]. 2017, 11: https://doaj.org/article/7d54765e5f3e4e839976b40944c61998.
[44] Zhang, Ting, Qin, RiZhen, Dong, QiuLei, Gao, Wei, Xu, HuaRong, Hu, ZhanYi. Physiognomy: Personality Traits Prediction by Learning. INTERNATIONAL JOURNAL OF AUTOMATION AND COMPUTING[J]. 2017, 14(4): 386-395, 
[45] He, Lei, Dong, Qiulei, Wang, Guanghui. Fast depth extraction from a single image. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS[J]. 2016, 13(1): http://dx.doi.org/10.1177/1729881416663370.
[46] Dong Qiulei, Hu Hao. Sequential Factorization for Nonrigid Structure from Motion via LBFGS. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION. 2016, http://ir.ia.ac.cn/handle/173211/12444.
[47] Zhang Ting, Dong Qiulei, Hu Zhanyi. Pursuing face identity from view-specific representation to view-invariant representation. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON IMAGE PROCESSING. 2016, http://ir.ia.ac.cn/handle/173211/12446.
[48] Dong, Qiulei, Hu, Hao, IEEE. Sequential Factorization for Nonrigid Structure from Motion via LBFGS. 2016 23RD INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR). 2016, 1731-1736, 
[49] 董秋雷, 何雷, 胡占义. 从单幅图像学习场景深度信息固有的歧义性. 中国科学: 信息科学[J]. 2016, 46(7): 811-818, 
[50] Zhang Ting, Dong Qiulei, Hu Zhanyi, IEEE. PURSUING FACE IDENTITY FROM VIEW-SPECIFIC REPRESENTATION TO VIEW-INVARIANT REPRESENTATION. 2016 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP). 2016, 3244-3248, 
[51] Kong Qingqun, Zeng Yi, Dong Qiulei, IEEE. BIOLOGICALLY INSPIRED DEEP STEREO MODEL. 2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP). 2015, 3700-3704, 
[52] 李璐, 董秋雷, 赵瑞珍. 含缺失成分的矩阵的广义低秩逼近及其在图像处理中的应用. 计算机辅助设计与图形学学报[J]. 2015, 27(11): 2065-2076, http://lib.cqvip.com/Qikan/Article/Detail?id=666320533.
[53] Shi, Kunfeng, Dong, Qiulei, Wu, Fuchao. Euclidean upgrading from segment lengths: DLT-like algorithm and its variants. IMAGE AND VISION COMPUTING[J]. 2014, 32(2): 155-168, http://dx.doi.org/10.1016/j.imavis.2013.12.012.
[54] Hao, He, Lei, Caiyan, Dong, QiuLei, Shen, Yalin, Chi, Jianting, Ye, Hechun, Wang, Hong. Effects of Exogenous Methyl Jasmonate on the Biosynthesis of Shikonin Derivatives in Callus Tissues of Arnebia euchroma. APPLIED BIOCHEMISTRY AND BIOTECHNOLOGY[J]. 2014, 173(8): 2198-2210, https://www.webofscience.com/wos/woscc/full-record/WOS:000340591800021.
[55] Zhang, Qiang, Wu, Yan, Wang, Fan, Dong, Qiulei, Jiao, Licheng. Suboptimal Solutions to the Algebraic-Error Line Triangulation. JOURNAL OF MATHEMATICAL IMAGING AND VISION[J]. 2014, 49(3): 611-632, https://www.webofscience.com/wos/woscc/full-record/WOS:000339822700006.
[56] Dong, Qiulei. Two-dimensional relaxed representation. NEUROCOMPUTING[J]. 2013, 121: 248-253, http://dx.doi.org/10.1016/j.neucom.2013.04.044.
[57] Dong, Qiulei, Li, Lu. Smooth incomplete matrix factorization and its applications in image/video denoising. NEUROCOMPUTING[J]. 2013, 122: 458-469, http://dx.doi.org/10.1016/j.neucom.2013.06.005.
[58] Dong QiuLei, Gu ZhaoPeng, Hu ZhanYi. Automatic real-time SLAM relocalization based on a hierarchical bipartite graph model. SCIENCE CHINA-INFORMATION SCIENCES[J]. 2012, 55(12): 2841-2848, https://www.webofscience.com/wos/woscc/full-record/WOS:000312884300013.
[59] Shi, Kunfeng, Dong, Qiulei, Wu, Fuchao. Weighted Similarity-Invariant Linear Algorithm for Camera Calibration With Rotating 1-D Objects. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2012, 21(8): 3806-3812, https://www.webofscience.com/wos/woscc/full-record/WOS:000306598100039.
[60] 董秋雷, 吴毅红, 胡占义. 基于视频的实时自动人体高度测量. 自动化学报[J]. 2009, 35(2): 137-144, http://lib.cqvip.com/Qikan/Article/Detail?id=29440938.
[61] Dong, Qiulei, Wu, Yihong, Hu, Zhanyi. Pointwise Motion Image (PMI): A Novel Motion Representation and Its Applications to Abnormality Detection and Behavior Recognition. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2009, 19(3): 407-416, http://www.irgrid.ac.cn/handle/1471x/973791.