張冬雨

張冬雨,男,博士,中山大學數據科學與計算機學院副教授,碩士生導師(計算機科學與技術)。主要從事計算機視覺、圖像處理、深度學習算計、機器學習等方面的研究。研究成果發表在IEEE Trans. on Image Processing (TIP), IEEE Trans. on Neural Network and Learning System (TNNLS), IEEE Trans. on Circuits and Systems for Video Technology (T-CSVT) 等期刊以及 IEEE CVPR, IEEE ICPR 等國際重要會議論文中。主持和參與國家自然科學基金面上項目、國家自然科學基金青年項目、科技部重點研發計畫、國家自然科學基金委-廣東省政府大數據科學研究中心項目、廣東省重大專項、廣東省自然科學基金、廣州市科技計畫項目。

基本介紹

  • 中文名:張冬雨
  • 職業:教師
  • 畢業院校:哈爾濱工業大學
  • 學位/學歷:博士
  • 職稱:副教授
研究領域,人物經歷,教育經歷,工作經歷,海外經歷,學術成果,科研項目,代表性論著,

研究領域

計算機視覺、圖像處理、深度學習算計、機器學習等方面的研究。

人物經歷

教育經歷

  1. 1999年09月至2003年07月,東北大學,學士,計算機科學與技術
  2. 2003年09月至2005年07月,哈爾濱工業大學,碩士,計算機套用技術
  3. 2005年09月至2010年10月,哈爾濱工業大學, 博士,計算機套用技術

工作經歷

  1. 2018年12月至今, 中山大學,副教授
  2. 2015年12月至2018年11月, 中山大學,副研究員
  3. 2015年01月至2015年12月, 哈爾濱工業大學,高級工程師
  4. 2011年03月至2014年12月, 哈爾濱工業大學,工程師

海外經歷

  1. 2009年01月-2010年01月,香港理工大學計算學系,Research Associate,合作導師:Prof. David Zhang

學術成果

科研項目

  1. 1. 國家自然科學基金面上項目,視覺目標檢測自主學習關鍵技術研究,62萬,2019.01-2022.12,項目負責人
  2. 2. 國家自然科學基金青年項目,基於弱標記學習的脈搏信號分類研究,25萬,2015.1~2017.12,項目負責人
  3. 3. 國家自然科學基金面上項目,基於判別學習的圖像盲超分辨和盲復原模型及算法研究,66萬,2016.01~2019.12,參與方負責人
  4. 4. 廣東省重大科技專項:無人系統裝備協同自組織作業關鍵技術研究,300萬,2018.01~2020.12,課題負責人
  5. 5. 國家自然科學基金委-廣東省政府大數據科學研究中心項目,170萬,2017.01~2020.12,課題骨幹
  6. 6. 國家重點研發專項“智慧法院智慧型化服務技術研究及支撐平台開發”,583萬,2018.7~2021.6,課題骨幹
  7. 7. 廣州市科技計畫項目——產學研協同創新重大專項,100萬,2017.05~2020.05,課題負責人
  8. 8. 中央高校基本科研業務費,面向跨領域視覺模式匹配的深度表達學習理論及套用,15萬,2017.01~2019.12,項目負責人
  9. 9. 國家自然科學基金面上項目,基於視覺注意模型的眼底病變自動識別方法研究,82萬元,2015.01~2018.12,參與

代表性論著

期刊論文
  1. 9. Dongyu Zhang, Liang Lin*, Tianshui Chen, Xian Wu, Wenwei Tan, and Ebroul Izquierdo, "Content-Adaptive Sketch Portrait Generation by Decompositional Representation Learning", IEEE Transactions on Image Processing, vol. 26, no. 1, pp. 328-339, 2017. (JCR一區,CCF A類期刊,影響因子:5.071)
  2. 8. Dongyu Zhang, Wenxi Wu, Hui Cheng*, Ruimao Zhang, Zhenjiang Dong, Zhaoquan Cai, "Image-to-Video Person Re-Identification with Temporally Memorized Similarity Learning", IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), DOI: 10.1109/TCSVT. 2017.2723429, 2017. (JCR一區,CCF B類期刊,影響因子:3.558)
  3. 7. Keze Wang, Dongyu Zhang*(通訊作者), Ya Li, Ruimao Zhang, and Liang Lin, "Cost-Effective Active Learning for Deep Image Classification", IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT),vol. 27, no. 12, pp. 2591- 2600, 2017. (JCR一區,CCF B類期刊,影響因子:3.558)
  4. 6. Dongyu Zhang*(通訊作者), Pengju Liu, Kai Zhang, Hongzhi Zhang, Qing Wang, Xiaoyuan Jing. "Class Relatedness Oriented-Discriminative Dictionary Learning for Multiclass Image Classification". Pattern Recognition (PR), vol. 59, no. 12, pp. 168-175, 2016. (JCR一區,CCF B類期刊,影響因子:4.582)
  5. 5. Keze Wang, Liang Lin, Xiaopeng Yan, Ziliang Chen, Dongyu Zhang, and Lei Zhang, Cost-effective Object Detection: Active Sample Mining with Switchable Selection Criteria, IEEE Transactions on Neural Network and Learning Systems, vol. 30, no. 3, pp.834-850, 2018.
  6. 4. Zhaoquan Cai, Shiyi Hu, Yukai Shi, Qing Wang,Dongyu Zhang*(通訊作者). "Multiple human tracking based on distributed collaborative cameras". Multimedia Tools and Applications (MTA). vol. 76, no. 2, pp. 1941–1957, 2017. (JCR三區,CCF C類,影響因子:1.530)
  7. 3. Zhenchao Cui, Dongyu Zhang, Kuanquan Wang, Hongzhi Zhang, Naimin Li, and Wangmeng Zuo. "Weighted Nuclear Norm Minimization Based Tongue Specular Reflection Removal". Mathematical Problems in Engineering, vol. 2015, Article ID 979415, 15 pages, 2015 (JCR三區,影響因子:0.802).
  8. 2. Danbing Jia, Dongyu Zhang* (通訊作者), and Naimin Li. "Pulse Waveform Classification Using Support Vector Machine with Gaussian Time Warp Edit Distance Kernel". Computational and Mathematical Methods in Medicine, vol. 2014, Article ID 947254, 10 pages, 2014. (JCR三區,影響因子:0.937 )
  9. 1. Dongyu Zhang, Wangmeng Zuo, David Zhang, Hongzhi Zhang, Naimin Li, "Classification of Pulse Waveforms Using Edit Distance with Real Penalty", EURASIP Journal on Advances in Signal Processing, pp. 1-8, 2010. (JCR三區,影響因子:1.961)
會議論文
  1. 10. Keze Wang, Xiaopeng Yan, Dongyu Zhang*(通訊作者), Lei Zhang, and Liang Lin, “Towards Human-Machine Cooperation: Self-supervised Sample Mining for Object Detection”, Proc. of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR,CCF A類會議).
  2. 9. Ke Gong, Xiaodan Liang, Dongyu Zhang*(通訊作者), Xiaohui Shen, and Liang Lin, "Look into Person: Self-supervised Structure-sensitive Learning and A New Benchmark for Human Parsing", Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017. (CVPR, CCF A類會議).
  3. 8. Dongyu Zhang, Rongcong Chen, Zhilin Qiu, Wei Zhang, Qing Wang*, Person Re-Identification with Weighted Spatial-Temporal Features, Proceedings of International Conference on Pattern Recognition (ICPR), 2018
  4. 7. Dongyu Zhang, Wangmeng Zuo*, David Zhang, Yanlai Li, Naimin Li, "Gaussian ERP Kernel Classifier for Pulse Waveforms Classification", Proceedings of International Conference on Pattern Recognition (ICPR), pp. 2736-2739, 2010.
  5. 6. Dongyu Zhang, Wangmeng Zuo*, David Zhang, Hongzhi Zhang, "Time Series Classification Using Support Vector Machine with Gaussian Elastic Metric Kernel", Proceedings of International Conference on Pattern Recognition (ICPR), pp. 29-32, 2010.
  6. 5. Dongyu Zhang, Wangmeng Zuo*, Yanlai Li, Naimin Li, "Pulse Waveform Classification Using ERP-Based Difference-Weighted KNN Classifier," Proceedings of International Conference on Medical Biometrics, pp. 191-200, 2010.
  7. 4. Xiaorui Jiang,Dongyu Zhang, Kuanquan Wang, Wangmeng Zuo. "Distinguishing Patients with Gastritis and Cholecystitis from the Healthy by Analyzing Wrist Radial Arterial Doppler Blood Flow Signals", Proceedings of International Conference on Pattern Recognition (ICPR), pp. 2492-2495, 2010.
  8. 3. Dongyu Zhang, Kuanquan Wang, Xiangqian Wu, Bo Huang, Naimin Li, "Hilbert-Huang transform based Doppler blood flow signals analysis," Proceedings of the 2nd International Conference on Biomedical Engineering and Informatics, pp, 1-5, 2009.
  9. 2. Dongyu Zhang, Lei Zhang, David Zhang, Yongping Zheng, "Wavelet based analysis of Doppler ultrasonic wrist-pulse signals," Proceedings of the 1st International Conference on Biomedical Engineering and Informatics, vol. 2, pp. 539-543, 2008.
  10. 1. Kuanquan Wang, Chao Xu, Dongyu Zhang, Naimin Li, "Analysis of doppler ultrasound blood flow signals of wrist radial artery for discriminating healthy people from 3 kinds of patients", Proceedings of the 21st IEEE International Symposium on Computer-Based Medical Systems, pp. 87-89, 2008.

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