AI Research

AI Research

Dr. Gaofeng Meng

Professor


穿着西装的男人 描述已自动生成


Dr. Gaofeng MENG（孟高峰）

Professor, IEEE Senior Member

Email: gaofeng.meng@cair-cas.org.hk

Website: https://people.ucas.ac.cn/~gfmeng


Research Interests: Image Processing and Analysis, Computer Vision, Continual Learning, Bio-inspired Machine Learning


Dr. Gaofeng MENG, a professor at the Center for Artificial Intelligence and Robotics, Hong Kong Institute of Science & Innovation, Chinese Academy of Sciences, doctoral supervisor, a professor at the Institute of Automation, Chinese Academy of Sciences, post professor at the University of Chinese Academy of Sciences. He received the B.S. degree in applied mathematics from Northwestern Polytechnical University in 2002, and the M.S. degree in applied mathematics from Tianjin University in 2005, and the

Ph.D degree in control science and engineering from Xi'an Jiaotong University in 2009. After got his doctoral degree, He has been working in the National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, firstly as an Assistant Professor and now as a Professor. In 2015, he visited the Multimedia Computing Group at TU Delft, working with Prof. Alan Hanjalic. During 2016-2017, he visited the Department of Computer Science at Northwestern University, working with Prof. Ying Wu. His research interests include image processing and analysis, computer vision and bio-inspired machine learning. Dr. Meng has published over 100 papers in top journals and conferences in this field, including IEEE Trans (TPAMI, TIP, TNNLS, TMM), CVPR, ICCV, ECCV, NeurIPS, AAAI, IJCAI. He now serves as an associate editor for two international journals, namely, Neurocomputing, Image and Vision Computing. He was awarded the “Zhuliyuehua Excellent Teacher of UCAS” in 2022.


Selected paper publications

(Note: PAMI and IJCV are the top journals in computer vision. CVPR, ICCV, ECCV, NeurIPS and AAAI are the top conferences in computer vision and machine learning)

  1. Gaofeng Meng, Chunhong Pan, Shiming Xiang, Ying Wu. Baselines Extraction from Curved Document Images via Slope Fields Recovery, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), Vol.42, No.4, pp. 793-808, 2020. 
  2. Gaofeng Meng, Shiming Xiang, Nanning Zheng, Chunhong Pan. Non-parametric Illumination Correction for Scanned Document Images via Convex Hulls, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), Vol.35, No.7, pp. 1730-1743, 2013. 
  3. Gaofeng Meng, Chunhong Pan, Shiming Xiang, Jiangyong Duan, Nanning Zheng. Metric Rectification of Curved Document Images, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), Vol.34, No.4, pp. 707-722, 2012.
  4. Xinbang Zhang, Jianlong Chang, Yiwen Guo, Gaofeng Meng, Zhouchen Lin, Shiming Xiang, Chunhong Pan, DATA: Differentiable ArchiTecture Approximation with Distribution Guided Sampling, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2020.
  5. Jianlong Chang, Gaofeng Meng, Lingfeng Wang, Shiming Xiang, Chunhong Pan. Deep Self-Evolution Clustering, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2019.
  6. Cheng Da, Gaofeng Meng, Shiming Xiang, Kun Ding, Shibiao Xu, Qing Yang, Chunhong Pan. Nonlinear Asymmetric Multi-Valued Hashing, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2019. 
  7. Jianlong Chang, Lingfeng Wang, Gaofeng Meng*, Shiming Xiang, Chunhong Pan. Local-Aggregation Graph Networks, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2019. 
  8. Gaofeng Meng, Shiming Xiang, Chunhong Pan, Nanning Zheng. Active Rectification of Curved Document Images Using Structured Beams. International Journal of Computer Vision (IJCV), Vol. 122, Issue 1, pp 34–60, 2017. 
  9. Shiming Xiang, Gaofeng Meng, Ying Wang, Chunhong Pan, Changshui Zhang. Image Deblurring with Coupled Dictionary Learning. International Journal of Computer Vision (IJCV), Vol.114, pp.248-271, 2015.
  10. Xing Nie, Shixiong Xu, Xiyan Liu, Gaofeng Meng, Chunlei Huo, Shiming Xiang. Bilateral Memory Consolidation for Continual Learning, CVPR, 2023.
  11. Sen Pei, Jiaxi Sun, Richard Yi Da Xu, Shiming Xiang, Gaofeng Meng*, Domain Decorrelation with Potential Energy Ranking, AAAI, 2023. (Oral)
  12. Bolin Ni, Houwen Peng*, Minghao Chen, Songyang Zhang, Gaofeng Meng*, Jianlong Fu, Shiming Xiang, Haibin Ling, Expanding Language-Image Pretrained Models for General Video Recognition, ECCV, 2022. (Oral)
  13. Chenghao Zhang, Kun Tian, Bin Fan, Gaofeng Meng*, Zhaoxiang Zhang, Chunhong Pan, Continual Stereo Matching of Continuous Driving Scenes with Growing Architecture, CVPR, 2022. (Oral)
  14. Yukang Chen, Gaofeng Meng*, Qian Zhang, Shiming Xiang, Chang Huang, Lisen Mu, Xinggang Wang. RENAS: Reinforced Evolutionary Neural Architecture Search, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June, Long Beach, USA, 2019. 
  15. Yukang Chen, Tong Yang, Xiangyu Zhang, Gaofeng Meng*, Xinyu Xiao, Jian Sun, DetNAS: Backbone Search for Object Detection, Neural Information Processing Systems (NeurIPS), 2019.
  16. Gaofeng Meng, Yuanqi Su, Ying Wu, Shiming Xiang, Chunhong Pan. Exploiting Vector Fields for Geometric Rectication of Distorted Document Images, European Conference on Computer Vision (ECCV), September 8-14, Munich, Germany, pp. 180-195, 2018. 
  17. Jianlong Chang, Lingfeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan, Deep Adaptive Image Clustering, ICCV, pp. 5879-5887, 2017. (Oral)
  18. Gaofeng Meng, Zuming Huang, Yonghong Song, Shiming Xiang, Chunhong Pan. Extraction of Virtual Baselines from Distorted Document Images Using Curvilinear Projection, International Conference on Computer Vision (ICCV), Santiago, Chile, pp.3925-3933, Dec., 2015.
  19. Gaofeng Meng, Ying WANG, Shenquan QU, Shiming XIANG, Chunhong PAN, Active Flattening of Curved Document Images via Two Structured Beams, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Columbus, Ohio, USA, June 17-19, 2014, pp. 3890-3897. (Oral)
  20. Gaofeng Meng, Ying Wang, Jiangyong Duan, Shiming Xiang, Chunhong Pan. Efficient Image Dehazing with Boundary Constraint and Contextual Regularization, International Conference on Computer Vision (ICCV), Sydney, Australia, pp.617-624, 3-6 Dec., 2013.