Jufeng Yang (杨巨峰)

He is an Associate Professor with the College of Computer Science, Nankai University. He received the Ph.D. degree from Nankai University in 2009. From 2015 to 2016, He was working at the Vision and Learning Lab, University of California at Merced.

His research falls in the field of computer vision, machine learning, and multimedia. His recent interests include visual sentiment analysis, fine-grained classification, medical image recognition, and image retrieval. He is a member of CCF, ACM and IEEE. He won CSC Scholarship, IBM Chinese Excellent Students Scholarship and Zhou En-Lai Scholarship in the last decade.

Email: yangjufeng AT nankai DOT edu DOT cn
Office: 38 Tongyan Road, 13 # 403, Tianjin, China, 300350

我正在招收2020年入学的保送研究生,名额充足,欢迎与我联系。在邮件中请至少包含以下内容:1)个人简历,2)英语六级成绩,3)计算机视觉实践经验;如果自学过机器学习、计算机视觉书籍或在线课程,阅读过相关英文论文则更好,请一并附上情况介绍。计算机学院招收保送生办法请见学院网站(http://cc.nankai.edu.cn),5月底至6月初学院将在武汉、西安、青岛、大连、南京组织面试,请就近参加。欢迎加入南开大学计算机视觉研究团队!

CALL FOR PAPERS:
ICIG 2019 Special Session on Affective Content Analysis and Applications of Large-Scale Multimedia Data
[Submit Papers]

The 1st Workshop on Visual Emotion Analysis: Theories and Applications (VEATA), ICME 2019
[Closed]

Neural Processing Letters (NPL, IF=1.787) Special Issue on
Affective Computing of Large-Scale Visual Content: Directions, Methodologies, and Applications
[CFP] [Closed]


CODE AVAILABLE:
[TMM 2018 & ICME 2016 Affective Region]
[TIP 2018 Image Retrieval]
[IJCAI 2017 Distribution]
[TIP 2019 & AAAI 2018 Subspace Clustering]
[AAAI 2019 & TIP 2018 Fine-Grained Classification with Web Data]
[CVPR 2018 spotlight Weakly-Supervised Image Emotion]

 

News

  • NEW04/18/2019: One paper on visual emotion recognition was accepted to TOMM.
  • NEW04/09/2019: One paper was accepted to TPAMI. Congrats to Jie!
  • NEW04/02/2019: One paper on skin disease image recognition was accepted to TNNLS.
  • 02/25/2019: One paper was accepted to CVPR as oral presentation.
  • 02/19/2019: One paper was accepted to TIP.
  • 11/07/2018: Prof. Jing-Hao Xue and Prof. Zhanyu Ma visited our lab.
  • 11/01/2018: One paper was accepted to AAAI.
  • 10/20/2018: Visiting student Jiamei received National Scholarship for Graduate Students from Civil Aviation University of China. Big Congrats! Jiamei published IJCAI and PRICAI papers during her visiting.
  • 10/08/2018: Dongyu, Jie, and Yan received National Scholarship for Graduate Students. Big Congrats!
  • 09/04/2018: Prof. Chia-Wen Lin visited our lab.
  • 07/03/2018: Another paper was accepted to ECCV.
  • 07/02/2018: One paper was accepted to ACM MM.
  • 06/26/2018: Xiaoxiao was named as Excellent Graduate, and received Outstanding Dissertations Award from Nankai University.
  • 06/18/2018: Another paper was accepted to TIP.
  • 05/26/2018: One paper was accepted to TIP.
  • 05/24/2018: Xiaoxiao defended her dissertation successfully. Congratulations! She would join Singapore University of Technology and Design (SUTD) as a Ph. D. student.
  • 04/16/2018: One paper was accepted to IJCAI 2018.
  • 02/18/2018: Two papers were accepted to CVPR 2018, one of which was selected as spotlight.
  • 01/18/2018: Jufeng received a research grant from NLPR.
  • 12/18/2017: Jufeng served as a conference co-chair of the 2017 Young Artificial Intelligence Scientists Forum: New Trends in Media Computing.
  • 11/08/2017: Three papers were accepted to AAAI 2018, one of which was selected as oral presentation.
  • 10/08/2017: Dongyu started her visiting to Cardiff University. She would work with Prof. Paul Rosin and Yu-Kun Lai in the next couple of weeks.
  • 09/29/2017: Xiaoxiao received National Scholarship for Graduate Students. Dongyu and Xiaoxiao received Merit Student Awards from Nankai University. Congratulations!
  • 06/10/2017: Ming was named as Excellent Graduate, and received Outstanding Dissertations Award from Nankai University.
  • 05/20/2017: Ming and Hui defended their dissertations successfully. Congratulations! Ming would join Baidu IDL as a research engineer, and Hui would join a startup Untouch as a research engineer.
  • 04/24/2017: One paper was accepted to IJCAI 2017.
  • 04/12/2017: Prof. Yu-Kun Lai visited our lab.
  • 04/1/2017: Prof. Xin Geng visited our lab.
  • 12/21/2016: Prof. Paul Rosin visited our lab.
  • 11/24/2016: Prof. Huchuan Lu visited our lab.
  • 11/12/2016: One paper was accepted to AAAI 2017.
  • 10/10/2016: Ming received National Scholarship for Graduate Students. Congratulations!
  • 09/01/2016: The Chinese version of "The C++ Programming Language" was published. I worked on this book with Prof. Gang Wang.
  • 07/11/2016: One paper was accepted to ECCV 2016. I received this message at a szechuan restaurant of Portland. Nice food and good moment!
  • 05/18/2016: Bo and Guanhua defended their dissertations successfully. Congratulations! Bo would join Stevens Institute of Technology as a Ph.D. student, and Guanhua would join Standard Chartered Group as a research engineer.
  • 03/12/2016: Two papers were accepted to ICME 2016, one of which was selected as oral presentation.
  • 11/25/2015: Congchao defended his dissertation successfully. Congratulations! He would join the Computational Bioinformatics and Bioimaging Laboratory(CBIL), Virginia Tech as a Ph.D. student.

 

Service and Activities

Technical Committee Member
  • Technical Committee on Computer Vision, China Computer Federation, 2014-
  • Technical Committee on Machine Vision, China Society of Image and Graphics, 2017-
Organizing Committee Chair
  • CCCV 2017
  • CVM 2017
Program Committee Member
  • CVPR / ICCV / ECCV / AAAI / IJCAI / ACCV / ICME / ICIP / WACV / PRCV / CCCV ......

 

Selected Publications

2019
  • Jufeng Yang, Jie Liang, Kai Wang, Paul L. Rosin, Ming-Hsuan Yang
    Subspace clustering via good neighbors
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
    [Paper][Code & Data][BibTex]
  • Jie Liang, Jufeng Yang, Ming-Ming Cheng, Paul L. Rosin, Liang Wang
    Simultaneous subspace clustering and cluster number estimating based on triplet relationship
    IEEE Transactions on Image Processing (TIP)
    [Paper][Code & Data][BibTex]
  • Jufeng Yang, Xiaoping Wu, Jie Liang, Xiaoxiao Sun, Ming-Ming Cheng, Paul L. Rosin, Liang Wang
    Self-paced balance learning for clinical skin disease recognition
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
    [Paper] [Code] [Data] [BibTex]
  • Dongyu She, Ming Sun, Jufeng Yang
    Learning discriminative sentiment representation from strongly- and weakly-supervised CNNs
    ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM)
    [Paper][Code & Data][BibTex]
  • Jufeng Yang, Yan Sun, Jie Liang, Bo Ren, Shang-Hong Lai
    Image captioning by incorporating affective concepts learned from both visual and textual components
    Neurocomputing, 328: 56-68
    [Paper][Code & Data][BibTex]
  • Xiaoping Wu, Chi Zhan, Yu-Kun Lai, Ming-Ming Cheng, Jufeng Yang
    IP102: A large-scale benchmark dataset for insect pest recognition
    IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR oral)
    [Paper] [Code & Data] [BibTex]
  • Xiaoxiao Sun, Liyi Chen, Jufeng Yang
    Learning from web data using adversarial discriminative neural networks for fine-grained classification
    AAAI Conference on Artificial Intelligence (AAAI)
    [Paper][Code & Data][BibTex]
2018
  • Jufeng Yang, Xiaoxiao Sun, Yu-Kun Lai, Liang Zheng, Ming-Ming Cheng
    Recognition from web data: A progressive filtering approach IEEE Transactions on Image Processing (TIP), 27(11): 5303-5315
    [Paper][Code & Data][BibTex]
  • Jufeng Yang, Jie Liang, Hui Shen, Kai Wang, Paul L. Rosin, Ming-Hsuan Yang
    Dynamic match kernel with deep convolutional features for image retrieval
    IEEE Transactions on Image Processing (TIP), 27(11): 5288-5302
    [Paper][Code & Data][BibTex]
  • Jufeng Yang, Dongyu She, Ming Sun, Ming-Ming Cheng, Paul L. Rosin, Liang Wang
    Visual sentiment prediction based on automatic discovery of affective regions
    IEEE Transactions on Multimedia (TMM), 20(9): 2513-2525
    [Paper] [Code & Data] [BibTex]
  • Jufeng Yang, Dongyu She, Yu-Kun Lai, Paul L. Rosin, Ming-Hsuan Yang
    Weakly supervised coupled networks for visual sentiment analysis
    IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR spotlight)
    [Paper] [Code & Data] [BibTex]
  • Jufeng Yang, Xiaoxiao Sun, Jie Liang, Paul L. Rosin
    Clinical skin lesion diagnosis using representations inspired by dermatologist criteria
    IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR)
    [Paper] [Code & Data] [BibTex]
  • Jie Liang, Jufeng Yang, Hsin-Ying Lee, Kai Wang, Ming-Hsuan Yang
    Sub-GAN: An unsupervised generative model via subspaces
    European Conference on Computer Vision (ECCV)
    [Paper] [Code & Data] [BibTex]
  • Jufeng Yang, Liyi Chen, Le Zhang, Xiaoxiao Sun, Dongyu She, Shao-Ping Lu, Ming-Ming Cheng
    Historical context-based style classification of painting images via label distribution learning
    ACM International Conference on Multimedia (MM)
    [Paper] [Code & Data] [BibTex]
  • Jufeng Yang, Dongyu She, Yu-Kun Lai, Ming-Hsuan Yang
    Retrieving and classifying affective images via deep metric learning
    AAAI Conference on Artificial Intelligence (AAAI)
    [Paper] [Code & Data] [BibTex]
  • Jufeng Yang, Jie Liang, Kai Wang, Yong-Liang Yang, Ming-Ming Cheng
    Automatic model selection in subspace clustering via triplet relationships
    AAAI Conference on Artificial Intelligence (AAAI)
    [Paper] [Code & Data] [BibTex]
  • Jufeng Yang, Yan Sun, Jie Liang, Yong-Liang Yang, Ming-Ming Cheng
    Understanding image impressiveness inspired by instantaneous human perceptual cues
    AAAI Conference on Artificial Intelligence (AAAI)
    [Paper] [Code & Data] [BibTex]
  • Yuxiang Zhang, Jiamei Fu, Dongyu She, Ying Zhang, Senzhang Wang, Jufeng Yang
    Text emotion distribution learning via multi-task convolutional neural network
    International Joint Conference on Artificial Intelligence (IJCAI)
    [Paper] [Code & Data] [BibTex]
  • Jiamei Fu, Dongyu She, Xingxu Yao, Yuxiang Zhang, Jufeng Yang
    Deep coordinated textual and visual network for sentiment-oriented cross-modal retrieval
    Pacific Rim International Conferences on Artificial Intelligence (PRICAI)
    [Paper] [Code & Data] [BibTex]
2017
  • Congchao Wang, Jufeng Yang, Kai Wang, Shang-Hong Lai
    Multi-scale energy optimization for object proposal generation
    Multimedia Tools and Applications, 76(8): 10481-10499
    [Paper][Code & Data][BibTex]
  • Jun Chen, Hong Zhao, Jufeng Yang, Jian Zhang, Tao Li, Kai Wang
    An intelligent character recognition method to filter spam images on cloud
    Soft Computing, 21(3): 753-763
    [Paper] [Code & Data] [BibTex]
  • Jufeng Yang, Ming Sun, Xiaoxiao Sun
    Learning visual sentiment distributions via augmented conditional probability neural network
    AAAI Conference on Artificial Intelligence (AAAI)
    [Paper] [Code & Data] [BibTex]
  • Jufeng Yang, Dongyu She, Ming Sun
    Joint image emotion classification and distribution learning via deep convolutional neural network
    International Joint Conference on Artificial Intelligence (IJCAI)
    [Paper] [Code & Data] [BibTex]
2016
  • Xiaoxiao Sun, Jufeng Yang, Ming Sun, Kai Wang
    A benchmark for automatic visual classification of clinical skin disease images European Conference on Computer Vision (ECCV)
    [Paper] [Code & Data] [BibTex]
  • Ming Sun, Jufeng Yang, Bo Sun, Kai Wang
    Shape-guided segmentation for fine-grained visual categorization
    IEEE International Conference on Multimedia & Expo (ICME oral)
    [Paper] [Code & Data] [BibTex]
  • Ming Sun, Jufeng Yang, Kai Wang, Hui Shen
    Discovering affective regions in deep convolutional neural networks for visual sentiment prediction
    IEEE International Conference on Multimedia & Expo (ICME)
    [Paper] [Code & Data] [BibTex]

 

Current and Former Students

 

Visiting Students

  • Jiamei Fu