机器学习、脑机接口、计算机视觉

081104-模式识别与智能系统
081203-计算机应用技术
081002-信号与信息处理

机器学习算法及其应用
人机交互，脑机接口
计算机视觉，计算机图形学

2014-08--2018-11   香港中文大学   博士
2010-09--2014-07   北京邮电大学   学士

2021 - 至今： 中国科学院深圳先进技术研究院，副研究员

2018 - 2021： 腾讯科技（深圳）有限公司，高级研究员

（ 1 ） 图像处理方法、装置、设备、存储介质及计算机程序产品, 发明专利, 2022, 第 4 作者, 专利号: CN114283461A

（ 2 ） 基于联邦学习的脑电信号分类模型训练方法及装置, 发明专利, 2022, 第 1 作者, 专利号: CN114048780A

（ 3 ） 图像渲染处理方法、装置和设备及计算机存储介质, 发明专利, 2021, 第 1 作者, 专利号: CN113822965A

（ 4 ） 图像优化渲染的方法、装置、设备及存储介质, 发明专利, 2021, 第 2 作者, 专利号: CN113822964A

（ 5 ） 人脸图像美化方法、装置、电子设备以及存储介质, 发明专利, 2021, 第 1 作者, 专利号: CN113706399A

（ 6 ） 一种视频处理方法及装置、计算机设备和存储介质, 发明专利, 2021, 第 2 作者, 专利号: CN113709385A

（ 7 ） Motor imagery electroencephalogram signal processing method and device, and storage medium, 发明专利, 2021, 专利号: CN110531861B

（ 8 ） 脑电信号分类方法、装置、计算机设备和存储介质, 发明专利, 2020, 第 2 作者, 专利号: CN111317468A

（ 9 ） 一种手势信息处理方法、装置、电子设备及存储介质, 发明专利, 2020, 第 2 作者, 专利号: CN111209885A

（ 10 ） 运动想象脑电信号的处理方法和装置及存储介质, 发明专利, 2019, 第 4 作者, 专利号: CN110531861A

（ 11 ） 一种基于深度学习的模型训练方法以及相关装置, 发明专利, 2019, 第 3 作者, 专利号: CN110503082A

* represents equal contribution and # denotes corresponding authors.

2024

• Perceptual-Oriented Video Frame Interpolation Via Asymmetric Synergistic Blending
  Guangyang Wu, Xin Tao, Changlin Li, Wenyi Wang, Xiaohong Liu#, Qingqing Zheng#
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024

2023

• Memory-based Unsupervised Video Clinical Quality Assessment with Multi-modality Data in Fetal Ultrasound
  He Zhao, Qingqing Zheng, Clare Teng, Robail Yasrab, Lior Drukker, Aris T Papageorghiou, J Alison Noble
  Medical Image Analysis, 2023

• AccFlow: Backward Accumulation for Long-range Optical Flow
  Guangyang Wu, Xiaohong Liu, Kunming Luo, Xi Liu, Qingqing Zheng, Shuaicheng Liu, Xinyang Jiang, Guangtao Zhai, Wenyi Wang
  IEEE/CVF International Conference on Computer Vision (ICCV), 2023
  [PDF] [CODE]

• Global Adaptive Transformer for Cross-Subject Enhanced EEG Classification
  Yonghao Song, Qingqing Zheng#, Qiong Wang, Xiaorong Gao, Pheng-Ann Heng#
  IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2023
  [PDF]

• EEG Conformer: Convolutional Transformer for EEG Decoding and Visualization
  Yonghao Song, Qingqing Zheng, Bingchuan Liu, Xiaorong Gao
  IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2023
  [PDF] [Code]

2022

• Towards Unsupervised Ultrasound Video Clinical Quality Assessment with Multi-Modality Data
  He Zhao, Qingqing Zheng, Clare Teng, Robail Yasrab, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
  Medical Image Computing and Computer Assisted Interventions (MICCAI), 2022

• Rethinking Breast Lesion Segmentation in Ultrasound: A New Video Dataset and A Baseline Network
  Jialu Li, Qingqing Zheng*, Mingsuan Li, Ping Liu, Qiong Wang, Litao Sun, Lei Zhu
  Medical Image Computing and Computer Assisted Interventions (MICCAI), 2022

• DLFormer: Discrete Latent Transformer for Video Inpainting
  Jingjing Ren, Qingqing Zheng#, Yuanyuan Zhao, Xuemiao Xu#, Chen Li
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022
  [PDF] [Code]

before 2022

• Dynamic Joint Domain Adaptation Network for Motor Imagery Classification
  Xiaolin Hong, Qingqing Zheng, Luyan Liu, Peiyin Chen, Kai Ma, Zhongke Gao, Yefeng Zheng
  IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2021
  [PDF]

• Deep Representation-based Domain Adaptation for Nonstationary EEG Classification
  He Zhao, Qingqing Zheng#, Kai Ma, Huiqi Li, Yefeng Zheng
  IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020
  [PDF] [Code]

• Multitask Feature Learning Meets Robust Tensor Decomposition for EEG Classification
  Qingqing Zheng, Yi Wang, Pheng Ann Heng
  IEEE Transactions on Cybernetics, 2019
  [PDF]

• Online Subspace Learning from Gradient Orientations for Robust Image Alignment
  Qingqing Zheng, Yi Wang, Pheng Ann Heng
  IEEE Transactions on Image Processing (TIP), 2019
  [PDF]

• Sparse Support Matrix Machine
  Qingqing Zheng, Fengyuan Zhu, Jing Qin, Badong Chen, Pheng-Ann Heng
  Pattern Recognition, 2018
  [PDF] [Code]

• Multiclass Support Matrix Machine for Single Trial EEG Classification
  Qingqing Zheng, Fengyuan Zhu, Jing Qin, Pheng-Ann Heng
  Neurocomputing, 2018
  [PDF] [Code]

• Robust Support Matrix Machine for Single Trial EEG Classification
  Qingqing Zheng, Fengyuan Zhu, Pheng-Ann Heng
  IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2018
  [PDF] [Code]

• Online Robust Projective Dictionary Learning: Shape Modeling for MR-TRUS Registration
  Yi Wang, Qingqing Zheng*, Pheng Ann Heng
  IEEE Transactions on Medical Imaging (TMI), 2017
  [PDF]

• Online Robust Image Alignment via Subspace Learning From Gradient Orientations
  Qingqing Zheng, Yi Wang, Pheng-Ann Heng
  The IEEE International Conference on Computer Vision (ICCV), 2017
  [PDF]

（1）国自然青年基金，负责人，2023/01--2025/12

（2）广东省基础与应用基础研究基金联合项目-面上基金，负责人，2023/01 - 2025/12

（3）广东省基础与应用基础研究基金联合基金-青年基金, 负责人, 2021/10--2024/09

（4） 2021年度院优秀青年创新基金B档, 负责人, 研究所自选, 2022/03--2023/12