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Faculty

Fengyi Song Associate Professor

Academic Area: 
Computer Vision and Pattern Recognition
Research Interests: 
  • Computer Vision and Pattern Recognition
  • Face Image Understanding
  • Attribute Learning
  • Zero-shot Learning
Bio: 

Educational Background:

Ph.D., School of Computer Science and Technology, Nanjing University of Aeronautics and astronautics (2009-2014)

M.S., School of Computer Science and Technology, Nanjing University of Aeronautics and astronautics (2006-2009)

B.S., School of Computer Science and Technology, Henan University (2002-2006)

 

Research

Research Interests:

Computer Vision and Pattern Recognition

Face Image Understanding

Attribute Learning

Zero-shot Learning

Research Projects:

Principal investigator of the following projects:

1. Natural Science Foundation of Jiangsu Province, Research on Face Attribute Learning under Uncontrolled Conditions (2016-2019)

2. Natural Science Foundation of the Jiangsu Higher Education Institutions, Exploiting relationship between attributes for improved attribute learning and further applications. (2015-2017)

3. High-level Scientific Research Foundation for the Introduction of Talent, Incremental Attribute learning on Large-scale Web Faces. (2014-2016)

 

Collaborator of the following projects:

1. Natural Science Foundation of Jiangsu Province, Research on Online Clustering Learning and its Extension for Multi-view Data, by Jiangsu Province Natural Science Fund Office (2016-2019)

2. Natural Science Foundation of Jiangsu Province, Low-rank decomposition based robust image recognition (2015-2018)

3. Natural Science Foundation of Jiangsu Higher Education Institutions, Incremental Semi-supervised Learning Algorithms for Big Data Stream (2015-2017).

  Journal Articles

• Wang D, Qin X, Song F, et al. Stabilizing training of generative adversarial nets via Langevin Stein variational gradient descent[J]. IEEE Transactions on Neural Networks and Learning Systems, 2020.

• Weiling Cai, Ming Yang, Fengyi Song. Image Filtering Method Using Trimmed Statistics and Edge Preserving. IET Image Processing 12(7): 1086-1094 (2018)

Fengyi Song, Xiaoyang Tan, Xue Liu, Songcan Chen. Eyes Closeness Detection from Still Images with Multi-scale Histograms of Principal Oriented Gradients. Pattern Recognition, 47(9), pp.2825-2838, 2014.

Fengyi Song, Xiaoyang Tan, Songcan Chen. Exploiting Relationship between Attributes for Improved Face Verification. Computer Vision and Image Understanding, vol.122.pp.143-154, 2014.

Fengyi Song, Xiaoyang Tan, Songcan Chen, Zhi-Hua Zhou. A Literature Survey on Robust and Efficient Eye Localization in Real-life Scenarios. Pattern Recognition, 46(12), pp.3157-3173, 2013.

  Conference Papers:

Fengyi Song, Jinhui Tang, Ming Yang, Weiling Cai, Wanqi Yang. Attributes Consistent Faces Generation under Arbitrary Poses, In: Proceedings of the 14th Asian Conference on Computer Vision (ACCV 2018), pp 83-97, Perth, 2018.

Fengyi Song, Xiaoyang Tan. Learning One-Shot Exemplar SVM from the Web for Face Verification, In: Proceedings of the 12th Asian Conference on Computer Vision (ACCV 2014), Singapore, 2014.

Fengyi Song, Xiaoyang Tan, Songcan Chen. Exploiting Relationship between Attributes for Improved Face Verification. Proceedings of the 23rd British Machine Vision Conference (BMVC 2012), pp.27.1–27.11, 2012.

• Xiaoyang Tan, Fengyi Song, Zhi-Hua Zhou, Songcan Chen. Enhanced Pictorial Structures for Precise Eye Localization Under Uncontrolled Conditions. Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR2009), pp.1621-1628, Miami, Florida, USA, June2009.

Patents:

Fengyi Song, Yi Li, Xiaoyang Tan. A Method for Eye Localization. Beijing: People’s Publishing House.

 

Contact:

f.song@njnu.edu.cn