Wei-Long Zheng

郑伟龙

Phd Candidate

Department of Computer Science

Shanghai Jiao Tong University

Supervised by:
Bao-Liang Lu (SJTU)


Email:
weilonglive AT gmail DOT com

Phone:
+86-21-34206772

Address

Room East307, SEIEE building #3, Department of Computer Science,
800 Dongchuan Road,
Shanghai Jiao Tong University,
200240,China.

 Biography



  Education Background


  Publications

Paper (My Google Scholar)

2017

  • Wei-Long Zheng and Bao-Liang Lu, A multimodal approach to estimating vigilance using EEG and forehead EOG. Journal of Neural Engineering, 14(2): 026017, 2017. [pdf] [Dataset] [Media Report]
  • Wei-Long Zheng, Jia-Yi Zhu, and Bao-Liang Lu, Identifying Stable Patterns over Time for Emotion Recognition from EEG, to appear in IEEE Transactions on Affective Computing, 2017. [Project] [Dataset] [Media Report] [pdf]
  • Yimin Yang, Q. M. Jonathan Wu, Wei-Long Zheng, and Bao-Liang Lu, EEG-based emotion recognition using hierarchical network with subnetwork nodes, to appear in IEEE Transactions on Cognitive and Developmental Systems, 2017. [pdf]
  • Si-Yuan Wu, Moritz Schaefer, Wei-Long Zheng, Bao-Liang Lu, Neural Patterns between Chinese and Germans for EEG-based Emotion Recognition, to appear in Proc. of the 8th International IEEE EMBS Conference on Neural Engineering (IEEE NER2017). [pdf]
  • Zhen-Feng Shi, Chang Zhou, Wei-Long Zheng and Bao-Liang Lu, Attention Evaluation with Eye Tracking Glasses for EEG-based Emotion Recognition, to appear in Proc. of the 8th International IEEE EMBS Conference on Neural Engineering (IEEE NER2017). [pdf]
  • Li-Huan Du, Wei Liu, Wei-Long Zheng and Bao-Liang Lu, Detecting Driving Fatigue with Multimodal Deep Learning, to appear in Proc. of the 8th International IEEE EMBS Conference on Neural Engineering (IEEE NER2017). [pdf]

2016

  • Wei-Long Zheng and Bao-Liang Lu, Personalizing EEG-based Affective Models with Transfer Learning, in Proc. of the 25th International Joint Conference on Artificial Intelligence (IJCAI), 2016: 2732-3738. [pdf]
  • Wei-Long Zheng, Jia-Yi Zhu, and Bao-Liang Lu, Identifying Stable Patterns over Time for Emotion Recognition from EEG, arXiv preprint arXiv:1601.02197 (2016). [link] [Media Report]
  • Wei-Long Zheng, Shan-Chun Shen and Bao-Liang Lu, Online Depth Image-Based Object Tracking with Sparse Representation and Object Detection, Neural Processing Letters, pp. 1-14, 2016. [pdf]
  • Wei Liu, Wei-Long Zheng and Bao-Liang Lu, Multimodal Emotion Recognition Using Multimodal Deep Learning, arXiv preprint arXiv:1602.08225 (2016). [link]
  • Yong Peng, Wei-Long Zheng and Bao-Liang Lu, An unsupervised discriminative extreme learning machine and its applications to data clustering. Neurocomputing 174: 250-264 (2016). [pdf]
  • Xue-Qin Huo, Wei-Long Zheng, and Bao-Liang Lu, Driving Fatigue Detection with Fusion of EEG and Forehead EOG, in Proc. of International Joint Conference on Neural Networks (IJCNN-16), 2016: 897-904. [pdf]
  • Li-Li Wang, Wei-Long Zheng, Hai-Wei Ma and Bao-Liang Lu, Measuring Sleep Quality from EEG with Machine Learning Approaches, in Proc. of International Joint Conference on Neural Networks (IJCNN-16), 2016:905-912. [pdf]
  • Wei Liu, Wei-Long Zheng, and Bao-Liang Lu, Emotion Recognition Using Multimodal Deep Learning. in Proc. of the 23nd International Conference on Neural Information Processing (ICONIP2016), 2016: 521-529. [pdf]
  • Nan Zhang, Wei-Long Zheng, Wei Liu, and Bao-Liang Lu,Continuous Vigilance Estimation using LSTM Neural Networks. in Proc. of the 23nd International Conference on Neural Information Processing (ICONIP2016), 2016: 530-537. [pdf]

2015

  • Wei-Long Zheng, and Bao-Liang Lu, Investigating Critical Frequency Bands and Channels for EEG-based Emotion Recognition with Deep Neural Networks, IEEE Transactions on Autonomous Mental Development (IEEE TAMD), vol. 7, no. 3, pp. 162-175, 2015. (2018 IEEE TAMD Outstanding Paper Award) [Project] [Dataset] [pdf]
  • Wei-Long Zheng, Yong-Qi Zhang, Jia-Yi Zhu, and Bao-Liang Lu, Transfer Components between Subjects for EEG-based Emotion Recognition, in Proc. of the sixth International Conference on Affective Computing and Intelligent Interaction (ACII2015), 2015: 917-922. [pdf]
  • Yifei Lu*, Wei-Long Zheng*, Binbin Li, and Bao-Liang Lu, Combining Eye Movements and EEG to Enhance Emotion Recognition, in Proc. of the International Joint Conference on Artificial Intelligence (IJCAI'15), 2015:1170-1176. (*contributed equally as joint first authors) [pdf]
  • Wei-Long Zheng, Roberto Santana, and Bao-Liang Lu, Comparison of classification methods for EEG-based emotion recognition, in Proc. of the 2015 World Congress on Medical Physics and Biomedical Engineering (WC'15). IFMBE, 2015: 1184-1187 [pdf]
  • Jia-Yi Zhu, Wei-Long Zheng, and Bao-Liang Lu. Cross-subject and Cross-gender Emotion Classification from EEG, to appear in Proc. of the 2015 World Congress on Medical Physics and Biomedical Engineering (WC'15). IFMBE, 2015: 1188-1191 [pdf]
  • Wei-Long Zheng, Hao-Tian Guo, and Bao-Liang Lu, Revealing Critical Channels and Frequency Bands for EEG-based Emotion Recognition with Deep Belief Network, in Proc. of the 7th International IEEE EMBS Conference on Neural Engineering (IEEE NER'15). IEEE, 2015: 154-157. [pdf]
  • Xiang-Yu Gao, Yu-Fei Zhang, Wei-Long Zheng, and Bao-Liang Lu, Evaluating Driving Fatigue Detection Algorithms Using Eye Tracking Glasses, to appear in Proc. of the 7th International IEEE EMBS Conference on Neural Engineering (IEEE NER'15). IEEE, 2015: 767-770. [pdf]
  • Yu-Fei Zhang, Xiang-Yu Gao, Jia-Yi Zhu, Wei-Long Zheng, and Bao-Liang Lu, A Novel Approach to Driving Fatigue Detection Using Forehead EOG, to appear in Proc. of the 7th International IEEE EMBS Conference on Neural Engineering (IEEE NER'15). IEEE, 2015: 707-710. [pdf]
  • Yong-Qi Zhang, Wei-Long Zheng, and Bao-Liang Lu, Transfer Components between Subjects for EEG-based Driving Fatigue Detection, in Proc. of the 22rd International Conference of Neural Information Processing (ICONIP'15), 2015: 61-68. [link]

2014

  • Wei-Long Zheng, Jia-Yi Zhu, Yong Peng, and Bao-Liang Lu. EEG-Based Emotion Classification Using Deep Belief Networks. 2014 IEEE International Conference on Multimedia & Expo (ICME'14). IEEE, 2014: 1-6. [pdf] [poster] [GELM code from Yong Peng]
  • Wei-Long Zheng, Jia-Yi Zhu, and Bao-Liang Lu. Multimodel Emotion Analysis in Response to Multimedia. 2014 IEEE International Conference on Multimedia and Expo Workshops (ICMEW'14). IEEE, 2014: 1-2. [pdf] [demo]
  • Wei-Long Zheng, Bo-Nan Dong, and Bao-Liang Lu. Multimodal Emotion Recognition using EEG and Eye Tracking Data. 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'14). IEEE, 2014: 5040-5043. [pdf] [poster]
  • Yong Peng, Jia-Yi Zhu, Wei-Long Zheng, and Bao-Liang Lu. EEG-Based Emotion Recognition with Manifold Regularized Extreme Learning Machine. 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'14). IEEE, 2014: 974-977. [pdf] [poster]
  • Jia-Yi Zhu, Wei-Long Zheng, Ruo-Nan Duan, Yong Peng and Bao-Liang Lu. EEG-based Emotion Recognition Using Discriminative Graph Regularized Extreme Learning Machine. 2014 International Joint Conference on Neural Networks (IJCNN'14). IEEE, 2014: 525-532. [pdf]
  • Xuemin Zhu, Wei-Long Zheng, Bao-Liang Lu, Xiaoping Chen, Shanguang Chen and Chunhui Wang. EOG-based Drowsiness Detection Using Convolutional Neural Networks. 2014 International Joint Conference on Neural Networks (IJCNN'14). IEEE, 2014: 128-134. [pdf]
  • Shan-Chun Shen, Wei-Long Zheng, and Bao-Liang Lu. Online Object Tracking based on Depth Image with Sparse Coding. the 21st International Conference of Neural Information Processing (ICONIP'14). 2014: 234-241. [pdf]
  • Simin Zhao, Xiangming Xu, Weilong Zheng, Jianwen Ling, Registration of Depth Image and Color Image Based on Harris-SIFT. IEEE 2012 Second International Conference on Electric Information and Control Engineering (ICEICE), 2012. [pdf]

Thesis

  • Wei-Long Zheng, "A Study on Fatigue Detection under Complex Driving Environment," B.E. Thesis (in Chinese), South China University of Technology, 2012. [pdf] [demo] [PPT]

Patents (SooPat)

  • "A Method and System of Robot Navigation Based on Color Coding Identification", Second Applicant, Application ID: 201210289058.3. (Issued)
  • "A Method of Key Frame Recognition in Video Stream", Second Applicant, Application ID: 201210480917.7.

  Honors and Awards

  • IEEE Transactions on Autonomous Mental Development Outstanding Paper Award 2017
  • Excellent Ph.D Student Scholarship of Yang Yuanqing Education Fund, SJTU 2016
  • National Scholarship for Graduate Student, Ministry of Education, China 2015
  • Excellent Party Member of the School of Electronic, Information and Electrical Engineering SJTU 2015
  • Postgraduate Academic Excellence Scholarship of SJTU 2014
  • Outstanding Graduate Scholarship in SCUT 2012
  • Second-class scholarship in SCUT 2011
  • National Scholarships Inspirational in SCUT 2010
  • National Scholarships Inspirational in SCUT 2009
  • Excellent League Member in Guangdong Province 2008

  Research Activities

  • Teaching Assistant for "Neural Network Theory and Applications (F033574)", Shanghai Jiao Tong University, Spring 2015, Spring 2016, Spring 2017.
  • Reviewer and Sub-reviewer: IEEE Trans. Affective Computing, IEEE Trans. Cognitive and Developmental Systems, IEEE Trans. Biomedical Engineering, IEEE Trans. Neural Networks and Learning Systems, Journal of Neural Engineering, IEEE Trans. Intelligent Transportation Systems, ACII'17, ICONIP'16, ICONIP'15, ICONIP'14, etc.

  Useful Links

Neuroimaging Analysis Tools

  • EEGLAB - an open source environment for electrophysiological signal processing
  • LORETA - low resolution brain electromagnetic tomography
  • Brain Connectivity Toolbox - this MATLAB toolbox implements graph theory metrics for use in neuroscience
  • Causal Connectivity Toolbox - this toolbox implements 'causal connectivity analysis', based on Granger causality
  • eConnectome - an open-source MATLAB software package for imaging brain functional connectivity from electrophysiological signals

Journals and Conferences