张东
博士,副教授,博士生导师。研究方向为多模态信号处理、情感计算和物联网技术。近年来主要围绕人体行为信号的采集、识别和理解的链条开展科研工作。研究内容包括利用视觉传感器和应变传感器采集人体的姿态、表情和关节皮肤应变信息,基于多模态信号处理理论对面部表情、头部姿态、注视方向、运动状态进行识别,进而理解对象所处的情绪状态。发表学术论文六十余篇,获授权中国发明专利十余项,主持和参与了包括国家自然科学基金面上项目、青年项目、广东省科技计划项目在内的科研项目十余项。
联系方式:zhangd@mail.sysu.edu.cn
招生方向
信息与通信工程、电子信息(通信工程);学术型/专业型博士研究生、硕士研究生
教育经历
1999年于南京大学电子科学与工程系获得电子科学与技术专业学士学位;
2003年于南京大学电子科学与工程系获得信号与信息处理专业硕士学位;
2009年于最热门的网赌网址大全信息科学与技术学院获得通信与信息系统博士学位;
2008年1月至2009年1月,在美国Brigham Young University电气与计算机工程系进行访问研究。
授课课程
本科生课程:信号与系统、数字电路与逻辑设计、数字电路与逻辑设计实验
研究生课程:人工智能与模式识别
科研项目
1. 基于图神经网络的动态群体情感识别关键问题研究,主持人,国家自然科学基金面上项目(62173353),2022.01.01-2025.12.31;
2. 严重神经发育障碍诊疗技术研究,参与人,广州市科技计划项目重点领域研发计划 (202007030011),2020.04.01-2023.03.31 ;
3. 基于人工智能技术的儿童孤独症谱系障碍早期诊断与综合干预研究,参与人,2019年广州市科技计划民生科技攻关项目(201903010040),2019.04.01-2022.03.31;
4. 物联网芯片及系统应用技术重大创新平台科普教育活动,主持人,2019年度广东省科技创新普及领域项目(2019B070702004),2019.1.1-2019.12.31;
5. 孤独症多模态行为数据采集及标注,主持人,技术服务项目,2018.09-2020.09;
6. 基于音频语音信息处理技术的教育云视频内容大数据分析系统的研发与产业化,主持人,广东省科技厅科技计划项目(省部产学研项目)(2017B000045),2018.01- 2018.10;
7. 基于机器学习的智能视觉检测系统,主持人,广东顺德最热门的网赌网址大全卡内基梅隆大学国际联合研究院2017年重点项目(20170103), 2017.01-2017.12;
8. 基于海量数据分析的智慧银行安防系统研究与应用,参与人,广州市科技计划项目(201508010015),2016.11-2018.4;
9. 新型音效处理算法与芯片研发及产业化,主持人,广东省科技厅科技计划项目(20167612042020012), 2016.9-2017.3;
10. 信息隐藏技术安全性若干关键问题研究, 主持人,中央高校基本科研业务费最热门的网赌网址大全青年教师培养项目(12lgpy37),2012.01-2014.12;
11. 基于自然图像模型的信息隐藏安全性和攻击算法研究,主持人,国家自然科学基金青年基金项目(61100170),2012.01-2014.12。
代表性科研成果
[1] Zhesi Zhu (#), Dong Zhang (*), Cailong Chi, Ming Li, Dah-Jye Lee. A Complementary Dual-branch Network for Appearance-based Gaze Estimation from Low-resolution Facial Image. IEEE Transactions on Cognitive and Developmental Systems. Published online: September 28, 2022(Early Access). DOI: 10.1109/TCDS.2022.3210219
[2] Xingzhi Wang (#), Dong Zhang (*), Hong-Zhou Tan, Dah-Jye Lee. A Self-fusion Network Based on Contrastive Learning for Group Emotion Recognition. IEEE Transactions on Computational Social Systems. Published online: September 12, 2022 (Early Access). DOI: 10.1109/TCSS.2022.3202249
[3] Cailong Chi (#), Dong Zhang (*), Zhesi Zhu, Xingzhi Wang, Dah-Jye Lee. Human pose estimation for low-resolution image using 1-D heatmaps and offset regression. Multimedia Tools and Applications, Published online: 03 August 2022, https://doi.org/10.1007/s11042-022-13468-w
[4] Xiao Li (#), Dong Zhang (*), Ming Li, Dah-Jye Lee. Accurate Head Pose Estimation Using Image Rectification and a Lightweight Convolutional Neural Network. IEEE Transactions on Multimedia (Print ISSN: 1520-9210, Electronic ISSN: 1941-0077), url: https://ieeexplore.ieee.org/document/9693249 DOI: 10.1109/TMM.2022.3144893, Page(s): 1 – 1, Date of Publication: 25 January 2022 (Early Access)
[5] Jianing Teng (#), Dong Zhang(*), Wei Zou, Ming Li and Dah-Jye Lee, "Typical Facial Expression Network Using a Facial Feature Decoupler and Spatial-Temporal Learning" in IEEE Transactions on Affective Computing (Print ISSN: 1949-3045, Online ISSN: 1949-3045), vol. , no. 01, pp. 1-1, 5555. doi: 10.1109/TAFFC.2021.3102245, url: https://ieeexplore.ieee.org/document/9508852 (In Press) (Date of Publication: 06 August 2021 )
[6] Wei Zou (#), Dong Zhang (*), Dah-Jye Lee. A New Multi-feature Fusion Based Convolutional Neural Network for Facial Expression Recognition. Applied Intelligence (ISSN: 1573-7497). (2022) 52:2918–2929.
[7] Weicong Chen (#), Dong Zhang (*), Ming Li, Dah-Jye Lee. STCAM: Spatial-Temporal and channel attention module for dynamic facial expression recognition. IEEE Transactions on Affective Computing (Print ISSN: 1949-3045, Online ISSN: 1949-3045). Published online September 29, 2020, https://ieeexplore.ieee.org/document/9209166, DOI: 10.1109/TAFFC.2020.3027340
[8] Yuyuan Li (#), Dong Zhang (*), Dah-Jye Lee. IIRNet: A lightweight deep neural network using intensely inverted residuals for image recognition. Image and Vision Computing (ISSN: 0262-8856), Elsevier, Dec 2019, 92 (103819): 1-8.
[9] Yuyuan Li (#), Dong Zhang (*), Dah-Jye Lee. Automatic fabric defect detection with a wide-and-compact network. Neurocomputing (ISSN:0925-2312), Elsevier, 15 February 2019, 329: 329-338.
[10] Jianing Teng (#), Dong Zhang (*), Dah-Jye Lee, Yao Chou. Recognition of Chinese food using convolution neutral network. Multimedia Tools and Applications (ISSN:1380-7501), Springer, 2019, (78)9 :11155–11172 (Sept. 21), 2018.
[11] D. Zhang (#), L. A. Raven, D. J. Lee (*), M. Yu, A. Desai. Hardware friendly robust synthetic basis feature descriptor. Electronics (ISSN: 2079-9292), MDPI, 2019, 8(8), 847: 1-19.
[12] D. Zhang (#), A. Desai, D. J. Lee (*). Using synthetic basis feature descriptor for motion estimation. International Journal of Advanced Robotic Systems (ISSN:1729-8814), October 3, 2018, 15 (5): 1-13. DOI: 10.1177/1729881418803839
[13] D. Zhang (#), D.J. Lee (*), M. Zhang. B.J. Tippetts, and K.D. Lillywhite. Object recognition algorithm for the automatic identification and removal of invasive fish. Biosystems Engineering (ISSN: 1537-5110), Elsevier, May 2016, 145: 65-75.
[14] D. Zhang (#), K.D. Lillywhite, D.J. Lee (*), and B.J. Tippetts. Automated Fish Taxonomy using Evolution-COnstructed Features for Invasive Species Removal. Pattern Analysis and Applications, Springer, 2015, 18(2):451-459.
[15] D. Zhang (#), D.J. Lee (*), B.J. Tippetts, K.D. Lillywhite. Date Quality Evaluation Using Short-wave Infrared Imaging. Journal of Food Engineering, Elsevier, 2014, 141:74–84.
[16] D. Zhang (#), D.J. Lee (*), B.J. Tippetts, K.D. Lillywhite. Date maturity and quality evaluation using color distribution analysis and back projection. Journal of Food Engineering, Elsevier, June 2014, 131: 161-169.
[17] D. Zhang (#), D.J. Lee (*), Y.P. Chang. A new profile shape matching stereo vision algorithm for real-time human pose and hand gesture recognition. International Journal of Advanced Robotic Systems, 2014, 11(16): 1-12.
[18] D. Zhang (#), K.D. Lillywhite, D.J. Lee (*), and B.J. Tippetts. Automatic shrimp shape grading using evolution constructed features. Computers and Electronics in Agriculture, Elsevier, Jan 2014, 100 (2014): 116-122.
[19] D. Zhang (#), D. J. Lee (*), B. Taylor. Seeing Eye Phone: a smart phone-based indoor localization and guidance system for the visually impaired. Machine Vision and Applications, April 2014, 25(3): 811-822.
[20] D. Zhang (#), K.D. Lillywhite, D.J. Lee (*), B.J. Tippetts. Automated apple stem end and calyx detection using evolution-constructed features. Journal of Food Engineering, Elsevier, December 2013, 119(3): 411-418.