About me

Hi! I am an associate professor in School of Infromation Science and Engineering at University of Jinan, and a member of CI2P LAB. I did a post-doc with Dinggang Shen in the IDEA LAB at the UNC. I completed my BS and PhD in 2007 and 2016, respectively, where I was advised by Prof. Qiang Chen.

I am primarily interested in techniques for learning visual recognition models with less or no human supervision, such as weakly supervised learning, semi-supervised learning, webly supervised learning, transfer learning, and domain adaptation. My current research interests also include metric learning and its applications, visual recognition in extreme conditions, and medical image analysis.

News

  • [2020/09/17]   Welcome 6 students to join my team.
  • [2020/08/25]   On paper is accepted by Information Fusion.
  • [2020/04/28]   On paper is accepted by IEEE Journal of Biomedical and Health Informatics.
  • [2020/01/02]   One paper is accepted by IEEE Geoscience and Remote Sensing Letters.

Research

 

Deep ensemble neural-like P systems for segmentation of central serous chorioretinopathy lesion
Jie Xue, Zhuo Wang, Deting Kong, Yuan Wang, Xiyu Liu, Wen Fan, Songtao Yuan, Sijie Niu*, Dengwang Li
Information Fusion, 65:84-94, January 2021.
[PDF]

 

Fast High-Order Sparse Subspace Clustering With Cumulative MRF for Hyperspectral Images
Limei Wang, Sijie Niu*, Xizhan Gao, Kun Liu, Feixia Lu, Qi Diao, Jiwen Dong
IEEE Geoscience and Remote Sensing Letters, 1-5,30 Jan 2020.
[PDF]

 

Adaptive-guided-coupling-probability Level Set for Retinal Layer Segmentation
Yue Sun, Sijie Niu*, Xizhan Gao, Jie Su, Jiwen Dong, Yuehui Chen, Li Wang
IEEE Journal of Biomedical and Health Informatics, March 27 2020 doi: 10.1109/JBHI.2020.298156.
[PDF]


 

Robust noise region-based active contour model via local similarity factor for image segmentation
Sijie Niu, Qiang Chen*, Luis de Sisternes, Zexuan Ji, Zeming Zhou, Daniel L. Rubin
Pattern Recognition, 61: 104–119, 2017.
[PDF]

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Members

 MS Students

  • Xiaohui Li(2020)
  • Wenyue Yu(2020)
  • Xueying Zhou (2020,co-advised with Prof. Jiwen Dong)
  • Tianhao Han (2020,co-advised with Prof. Jiwen Dong)
  • Shenyuan Li (2020,co-advised with Prof. Jiwen Dong)
  • Xiangyu Liu (2020,co-advised with Prof. Jiwen Dong)
  • Bingfu Li(2019)
  • Wenyang Kong(2019)
  • Yingying Han (2019,co-advised with Prof. Jiwen Dong)
  • Junting Chen (2019,co-advised with Prof. Jiwen Dong)
  • Limei Wang(2018)
  • Yue Sun(2018)
  • Ruiwen Xing (2018,co-advised with Prof. Yuehui Chen)

 Undergraduate Students

 Alumni

Collaborators

  • Qiang Chen (Nanjing Uiversity of Science and Engineering)
  • Daniel Rubin (Stanford University )
  • Dinggang Shen
  • Li Wang