谢晓华

所属研究所、院系: 
智能科学与技术研究所
职称: 
副教授
E-mail: 
xiexiaoh6@mail.sysu.edu.cn
办公地点: 
526D
教师简介: 
谢晓华,副教授、博士生导师
广东省“特支计划”科技青年拔尖人才,深圳市“孔雀计划”海外高层次引进人才(B类)。主持包括国家基金委项目、广东省自然科学基金-重点项目在内的纵向课题10项;参与包括国家“863”项目、国家自然科学基金-重大项目、国家自然科学基金-重点项目在内的课题多项;主持横向课题2项。在包括IEEE Trans. Image Processing、ICCV、CVPR在内的国际著名刊物和会议发表论文40篇。多次担任国家自然科学基金委通讯评审专家,是广东省科技项目评审专家,是IEEE TPAMI、IEEE TIP、Pattern Recognition等著名杂志的审稿人。参与研发的人脸识别系统成功应用于2017年财富论坛安保、广州市高考考生身份认证系统、中山大学南校区门禁系统等。指导研究生荣获“2017年全国计算机视觉大会最佳学生论文奖”(唯一奖项)。
长期提供职位:特聘研究员、特聘副研究员、博士后、博士生、硕士生、优秀本科生实习 (请通过Email咨询)
要求:真心喜欢科研,具有不错的编程基础,能吃苦耐劳,懂得尊重团队其他成员
研究领域: 
计算机视觉、图像处理、模式识别。
目前专注于:人脸识别、行人再识别、低级视觉处理、基于照片的三维重建、视觉分析智能终端
教育背景: 
2010年12月在中山大学获得应用数学专业博士(国家公派加拿大Concordia大学联合培养)
 
工作经历: 
2018.07-至今, 中山大学,副教授、博士生导师
2015.07-2018.07, 中山大学,特聘研究员
2013.12-2015.07, 中国科学院深圳先进技术研究院,副研究员、硕士生导师
2011.02-2013.11, 中国科学院深圳先进技术研究院,助理研究员(2011年11月被遴选为硕士生导师)
 
海外经历: 
2009.09-2010.09, 国家公派留学,加拿大Concordia大学计算机科学系

 

科研项目: 
  1. 基于场景本征属性感知的图像重渲染研究,国家自然科学-面上基金(主持,在研)
  2. 基于上下文感知的部件组装三维建模,国家自然科学-青年基金(主持,结题)
  3. 基于颜色与深度感知的场景本征属性重建研究,广东省自然科学基金-重点项目(主持,结题)
  4. “广东省特支计划”科技青年拔尖人才,广东省人才项目(主持,在研)
  5. 基于总变分模型的图像光照归一化研究,广东省自然科学基金-博士启动 (主持,结题)
  6. 基于深度表征学习的图像重渲染,中央高校基本科研业务费专项(主持,在研)
  7. 人脸识别关键技术,企业技术委托开发(主持,在研)
  8. 人像背景抠图及色彩优化项目,企业技术委托开发(主持,在研)
  9. 视频大数据高效表达、深度分析与综合利用 ,国家自然科学基金-重大项目(课题排名第二,在研)
  10. 基于多传感信息的大尺度场景高维建模与表达,国家自然科学基金-重点项目(主要成员,结题)
  11. 城市多源密集型动态运行数据呈现技术与服务系统,863计划—智慧城市(二期)(主要成员,结题)
  12. 面向城市街景感知应用示范,863计划—真实场景感知及数字化方法与装置(主要成员,结题)
  13. 数据获取与动态感知技术研究,863计划—智慧城市(一期)(主要成员,结题)
  14. 城市监控视频大数据时空关联分析技术研发与智能应用示范,广东省重大科技专项(排名第二,在研)
  15. 面向多警种协同的综合实战应用系统,广州市对外重大合作(中大方主持人,在研)
  16. 面向智慧城市的人脸识别身份认证互联网+云平台系统建设及示范应用,智慧广州专项资金项目(中大方主持人,结题)
  17. 基于海量人脸图像深度学习的身份核验系列产品研发应用,广州市科技计划重点项目(中大方主持人,结题)
主要学术兼职: 
中国计算机学会计算机视觉专委会委员
中国人工智能学会模式识别专委会委员
中国图象图形学会视觉大数据专委员会委员
广东省图像图形学会理事
广东省图象图形学学会-计算机视觉专委会副主任
教授课程: 

《数字图像处理》(本科),时间:周二3-4节、周三7-8节、周四3-4节(前10周)、周五5-6节(第10周后),地点:大学城校区公共教学楼B101

 

代表性论著: 
  1. [行人再识别] Zhanxiang Feng, Jianhuang Lai, and Xiaohua Xie. Learning View-Specific Deep Networks for Person Re-Identification. IEEE Transactions on Image Processing, 27 (7): 3472-3483, July 2018. (ISI-JCR1区,CCF A类)
  2. [行人再识别] Guangcong Wang, Jianhuang Lai, Xiaohua Xie. P2SNet: Can an Image Match a Video for Person Re-identification in an End-to-end Way? IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), DOI: 10.1109/TCSVT.2017.2748698, 2017 (ISI-JCR1区,CCF B类)
  3. [人脸光照处理] Xiaohua Xie, Wei-Shi Zheng, Jianhuang Lai, Pong C. Yuan, and Ching Y. Suen. Normalization of Face Illumination Based on Large- and Small- Scale Features. IEEE Transactions on Image Processing, 20 (7), July 2011, PP.1807-1821. (ISI-JCR1区,CCF A类)
  4. [人脸光照处理] Xiaohua Xie, Wei-Shi Zheng, Jianhuang Lai, and Pong C. Yuan. Face Illumination Normalization on Large and Small Scale Features. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Alaska, 2008.(CCF A类)
  5. [人脸光照处理] Xiaohua Xie, Jianhuang Lai, and Wei-Shi Zheng. Extraction of Illumination Invariant Facial Features from a Single Image using Nonsubsampled Contourlet Transform. Pattern Recognition, 43 (12), December 2010, pp. 4177-4189. (ISI-JCR1区,CCF B类)
  6. [人脸光照处理] Xiaohua Xie, Jianhuang Lai, Ching Y. Suen, and Wei-Shi Zheng. Non-Ideal Class Non-Point Light Source Quotient Image for Face Relighting. Signal Processing, 91(4), April 2011, PP.1048-1053. (ISI-JCR1区)
  7. [人脸光照处理] Xiaohua Xie. Illumination Preprocessing for Face Images based on Empirical Mode Decomposition. Signal Processing, vol.103, October 2014, PP. 250-257. (ISI-JCR1区)
  8. [人脸光照处理] Xiaohua Xie, Wei-Shi Zheng, Jianhuang Lai, and Ching Y. Suen. Restoration of a Frontal Illuminated Face Image Based on KPCA. In: Proceedings of International Conference on Pattern Recognition (ICPR), Istanbul, Turkey, 2010. (Oral)
  9. [人脸光照处理] Wei Ma, Xiaohua Xie, Chong Yiny, and Jianhuang Lai. Face Image Illumination Processing Based on Generative Adversarial Nets. In: Proceedings of International Conference on Pattern Recognition (ICPR), Beijing, 2018.
  10. [光流估计] Jun Chen, Zemin Cai, Jianhuang Lai, Xiaohua Xie. A Filtering Based Framework For Optical Flow Estimation. IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), DOI:10.1109/TCSVT.2018.2805101. (ISI-JCR 1区,CCF B类)
  11. [光流估计] Jun Chen, Jianhuang Lai, Zemin Cai, Xiaohua Xie. Fast Optical Flow Estimation Based on Split Bregman Method. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). 28(3): 664-678, March 2018. (ISI-JCR1区,CCF B类)
  12. [多种材料识别] Xiaohua Xie, Lingxiao Yang, Wei-Shi Zheng. Learning Object-Specific DAGs for Multi-Label Material Recognition. Computer Vision and Image Understanding, 143 (2016): 183-190. (ISI-JCR 2区,CCF B类)
  13. [多种材料识别] Lingxiao Yang, Xiaohua Xie. Exploiting Object Semantic Cues for Multi-label Material Recognition. Neurocomputing, vol. 173, part 3, January 2016, P. 1646-1654 (ISI-JCR 1区).
  14. [图像本征属性分解] Guangyun Han, Xiaohua Xie, Jianhuang Lai, Wei-Shi Zheng. Learning an Intrinsic Image Decomposer Using Synthesized RGB-D Dataset. IEEE Signal Processing Letters, 25 (6): 753-757, June 2018. (ISI-JCR 2区)
  15. [图像本征属性分解] Xiaohua Xie, Wenyong Gong, Minglun Gong, Tieru Wu. Recovering Intrinsic Images From Image Sequences Using Total Variation Models. In: Proceedings of International Conference on Image Processing (ICIP), Quebec, Canada, 2015, pp. 3570 - 3574.
  16. [图像本征属性分解] Guangyun Han, Xiaohua Xie, Wei-Shi Zhengz and Jianhuang Lai. Learning Intrinsic Image Decomposition by Deep Neural Network with Perceptual Loss. In: Proceedings of International Conference on Pattern Recognition (ICPR), Beijing, 2018.
  17. [人脸超分辨率] Zhanxiang Feng, Jianhuang Lai, Xiaohua Xie, Junyong Zhu. Image super-resolution via a densely connected recursive network. Neurocomputing, 316 (2018): 270-276. (ISI-JCR1区)
  18. [人脸超分辨率] Yan Liang, Xiaohua Xie, and Jian-Huang Lai. Face hallucination based on morphological component analysis. Signal Processing, Volume 93, Issue 2, February 2013, Pages 445–458. (ISI-JCR1区)
  19. [人脸超分辨率] Yan Liang, Jian-huang Lai, Xiaohua Xie, and Wanquan Liu. Face Hallucination under an Image Decomposition Perspective. In: Proceedings of International Conference on Pattern Recognition (ICPR), Istanbul, Turkey, 2010. (Oral)
  20. [人脸超分辨率] Zhanxiang Feng, Jian-huang Lai, Xiaohua Xie, Dakun Yang, Ling Mei. Face Hallucination by Deep Traversal Network. In: Proceedings of International Conference on Pattern Recognition (ICPR), Cancun, Mexico, 2016. (Oral)
  21. [视觉在线学习] Guangcong Wang, Xiaohua Xie, Jianhuang Lai, Jiaxuan Zhuo.  Deep Growing Learning.  International Conference on Computer Vision (ICCV), 2017.(CCF A类)
  22. [视觉识别部件学习] Lingxiao Yang and Xiaohua Xie. Max-margin Analysis Based Patch Sampling for Discovery of Mid-Level Parts. In: Proceedings of International Conference on Image Processing (ICIP), Quebec, Canada, 2015, pp.2214-2218. (Oral)
  23. [视觉识别深度学习] Lingxiao Yang, Xiaohua Xie, Jianhuang Lai. Learning Discriminative Visual Elements using Part-based Convolutional Neural Network. Neurocomputing, 316 (2018): 135-143. (ISI-JCR1区)
  24. [视觉识别深度学习] Lingxiao Yang, Xiaohua Xie, Peihua Li, David Zhang, Lei Zhang. Part-based Convolutional Neural Network for Visual Recognition. IEEE International Conference on Image Processing (ICIP), 2017. (Oral)
  25. [人脸三维重构] Jian-Fang Hu, Wei-Shi Zheng, Xiaohua Xie, and Jianhuang Lai. Sparse Transfer for Facial Shape-from-Shading. Pattern Recognition, vol. 68, August 2017: 272–285. (ISI-JCR1区,CCF B类)
  26. [手绘三维建模] Xiaohua Xie, Kai Xu, Niloy J. Mitra, Daniel Cohen-Or, Wenyong Gong, Qi Su, Baoquan Chen. Sketch-to-Design: Context-based Part Assembly. Computer Graphics Forum, 32 (8), 2013, pp. 233–245. (ISI-JCR1区,CCF B类)
  27. [图形网格化] Wenyong Gong, Xiaohua Xie, Rui Ma, Tieru Wu. Angle-Preserving Quadrilateral Mesh Parameterization. IEEE Computer Graphics and Applications, 2015, 35(6), 51-59. (ISI-JCR 2区).
  28. [人脸识别] Rui Huang, Xiaohua Xie, Zhanxiang Feng, Jianhuang Lai. Face Recognition by Landmark Pooling-based CNN with Concentrate Loss.  IEEE International Conference on Image Processing (ICIP), 2017. (Oral)
  29. [人脸美化] Xi Lu, Xiaobin Chang, Xiaohua Xie, Jian-Fang Hu and Wei-Shi Zheng. Facial Skin Beautification via Sparse Representation Over Learned Layer Dictionary. In proceedings of International Joint Conference on Neural Networks (IJCNN), Oct. 2016.
  30. [猴脸检测] Manning Zhang, Susu Guo, Xiaohua Xie. Towards Automatic Detection of Monkey Faces. In: Proceedings of International Conference on Pattern Recognition (ICPR), Beijing, 2018.
  31. [医学图像分析] Hongwei Li, Hao Huang, Wei-Shi Zheng, Xiaohua Xie, Jianguo Zhang. HEp-2 Specimen Classification via Deep CNNs and Pattern Histogram. In: Proceedings of International Conference on Pattern Recognition (ICPR), Cancun, Mexico, 2016.
   【以上论文均发表于中国计算机学会(CCF)推荐期刊或会议】