Shanshan Zhang (Post-Doc)

Research Interests

• Computer Vision
• Machine Learning
• Pedestrian Detection

Education

• Ph.D.: Computer Science, University of Bonn, Germany, 2011-2015
• M.Sc.: Signal and Information Processing, Tongji University, China, 2008-2011
• B.Eng.: Communication Engineering, Tongji University, China, 2004-2008

2017

• CityPersons: A Diverse Dataset for Pedestrian Detection. Shanshan Zhang, Rodrigo Benenson, Bernt Schiele. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. [Data]
• Towards Reaching Human Performance in Pedestrian Detection. Shanshan Zhang, Rodrigo Benenson, Mohamed Omran, Jan Hosang, Bernt Schiele. IEEE T-PAMI, 2017. (in press)

2016

• How Far are We from Solving Pedestrian Detection? Shanshan Zhang, Rodrigo Benenson, Mohamed Omran, Jan Hosang, Bernt Schiele. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016. [Project page]

2015 

• Filtered Channel Features for Pedestrian Detection. Shanshan Zhang, Rodrigo Benenson, Bernt Schiele. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015. [Code]
• Exploring Human Vision Driven Features for Pedestrian Detection. Shanshan Zhang, Christian Bauckhage, Dominik A. Klein, Armin B. Cremers. IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), 2015.
• Fast Moving Pedestrian Detection Based on Motion Segmentation and New Motion Features. Shanshan Zhang, Dominik A. Klein, Christian Bauckhage and Armin B. Cremers. Multimedia Tools and Applications (MTAP), 2015.

2014 

• Efficient Pedestrian Detection in Urban Traffic Scenes. Shanshan Zhang, PhD thesis, University of Bonn, 2014.
• Efficient Pedestrian Detection via Rectangular Features Based on a Statistical Shape Model. Shanshan Zhang, Christian Bauckhage, Armin B. Cremers. IEEE Transactions on Intelligent Transportation Systems (T-ITS), 2014.
• Center-surround Contrast Features for Pedestrian Detection. Shanshan Zhang, Dominik A. Klein, Christian Bauckhage and Armin B. Cremers. International Conference on Pattern Recognition (ICPR), Stockholm, Sweden, 2014.
• Informed Haar-like Features Improve Pedestrian Detection. Shanshan Zhang, Christian Bauckhage, Armin B. Cremers. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Columbus, Ohio, USA, 2014.

2013 

• Moving Pedestrian Detection Based on Motion Segmenation. Shanshan Zhang, Christian Bauckhage, Dominik A. Klein and Armin B. Cremers. Workshop on Robot Vision (WoRV), IEEE Winter Vision Meetings (WVM), January 16-18, 2013, Clearwater, USA. (oral)

2011 

• Nonlinear Analysis of Traffic Flow for a Lattice Model in an Intelligent Transportation Environment. Zhipeng Li, Shanshan Zhang, Xingli Li, Fuqiang Liu. Advanced Materials Research, 187: 464-468, 2011.

2010 

• A Vision Based Lane Detection and Tracking Algorithm. Fuqiang Liu, Shanshan Zhang, Wenhong Zhu, Zhipeng Li. Journal of Tongji University (natural science), 38(2): 223-229, 2010.
• An Effective Driver Fatigue Monitoring System. Shanshan Zhang, Fuqiang Liu, Zhipeng Li. International Conference on Machine Vision and Human-machine Interface (MVHI), Kaifeng, China, 2010.

• Stabilization Analysis of Lattice Models in an Intelligent Transportation System Environment. Zhipeng Li, Rui Yang, Shanshan Zhang, Xiayi Zhang, Fuqiang Liu. Industrial and Information Systems (IIS), Dalian, China, 2010.

2009 

• Multi-Sensor Based Perception Network for Vehicle Driving Assistance. Jun Han, Fuqiang Liu, Zhipeng Li, Shanshan Zhang. International Congress on Image and Signal Processing (CISP), Tianjin, China, 2009.