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计算机视觉实验室

 9 months ago
source link: https://cv.nankai.edu.cn/
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Jufeng Yang (杨巨峰)

He is a Full 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 classification, segmentation, detection, and visual cognition. He is a senior member of CCF and CSIG, and a member of ACM and IEEE. He won CSC Scholarship, IBM Chinese Excellent Students Scholarship, Zhou En-Lai Scholarship, Wu Wen Jun AI Science and Technology Award.

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

NEW2024年9月入学的硕士研究生/直博研究生从今年5月1日开始考核,欢迎感兴趣的同学邮件与我联系,预计包括两轮论文阅读(含代码复现)及一轮编程考核。欢迎加入南开大学计算机视觉研究团队!

NEW实验室长期开放各类教职申请,包括博士后、助理教授、副教授、教授,欢迎感兴趣的朋友与我联系。一人一议、一事一议。南开大学人才政策请见学校人事处网站(http://rsc.nankai.edu.cn/),计算机学院教学科研情况请见学院网站(http://cc.nankai.edu.cn)。欢迎加入南开大学计算机视觉研究团队!

CALL FOR PAPERS:

TASKS for ROOKIES in NKCV LAB:

[Click Here] (collected and built by Jie Liang)

  • NEW12/08/2023: One paper was accepted to Current Issues in Tourism (SSCI), a top-tier international journal in the field of tourism.

  • NEW08/18/2023: One paper was accepted to Proceedings of the IEEE.

  • 07/14/2023: Two papers were accepted to ICCV 2023.

  • 07/02/2023: I will serve as an Area Chair of CVPR 2024 and Senior PC of AAAI 2024.

  • 02/28/2023: Four papers were accepted to CVPR 2023.

  • 12/10/2022: One paper on automatic image complexity assessment was accepted to TPAMI. Congrats to Tinglei and Yingjie!

  • 11/03/2022: One paper was accepted to Tourism Management, a top-tier international journal with the highest impator factor in the field of tourism.

  • 07/04/2022: Three papers were accepted to ACM MM 2022, and another paper was accepted to ECCV 2022.

  • 12/01/2021: Two papers were accepted to TIP.

  • 08/18/2021: One paper on multimodal emotion recognition was accepted to IEEE Signal Processing Magazine.

  • 07/22/2021: One paper on object detection was accepted to ICCV 2021.

  • 07/06/2021: Another paper was accepted to TIP.

  • 06/26/2021: One paper on learning from web data was accepted to TIP.

  • 06/21/2021: One paper was accepted to TPAMI. Congrats to Xingxu and Guoli!

  • 05/12/2021: Xingxu and Xiaoping defended their dissertations successfully. Congratulations! They would join DiDi and MeiTuan, respectively.

  • 10/18/2020: Xingxu and Xiaoping received National Scholarship for Graduate Students (¥20,000). Both of them also received Merit Student Awards from Nankai University. Big Congrats!

  • 7/26/2020: One paper on RGB-D saliency detection was accepted to ECCV 2020. Another paper on emotional matching was accepted to ACM MM 2020.

  • 6/16/2020: Two papers on sentiment analysis were accepted to TMM.

  • 11/11/2019: Two papers were accepted to AAAI 2020.

  • 10/18/2019:  Liyi, Chi and Xiaoping received National Scholarship for Graduate Students (¥20,000). Congrats!

  • 08/18/2019: One paper (the extended version of our CVPR 2018 paper on weakly supervised visual sentiment recognition) was accepted to TMM.

  • 07/22/2019: Four papers were accepted to ICCV 2019.

  • 07/02/2019: One paper was accepted to ACM MM 2019.

  • 05/30/2018: Jie and Dongyu defended their dissertations successfully. Congratulations! They would join the Hong Kong Polytechnic University (PolyU) and Tsinghua University as Ph. D. students, respectively.

  • 04/18/2019: One paper on visual emotion recognition was accepted to TOMM.

  • 04/09/2019: One paper was accepted to TPAMI. Congrats to Jie!

  • 04/02/2019: 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 and Jie 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 tevens 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

Workshop Chair

  • VALSE 2022

Program Committee Member

  • CVPR / ICCV / ECCV / AAAI / IJCAI / ACCV / ICME / ICIP / WACV / PRCV / CCCV ......

Selected Publications

2023

  • Tinglei Feng, Yingjie Zhai, Jufeng Yang, Jie Liang, Deng-Ping Fan, Jing Zhang, Ling Shao, Dacheng Tao
    IC9600: A benchmark dataset for automatic image complexity assessment
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
    [English version] [icon_pdf.gif中译版] [Project page] [BibTeX]

  • Sicheng Zhao, Xiaopeng Hong, Jufeng Yang, Yanyan Zhao, Guiguang Ding
    Towards label-efficient emotion and sentiment analysis
    Proceedings of the IEEE (PIEEE)

  • Zhicheng Zhang, Song Chen, Zichuan Wang, Jufeng Yang
    PlaneSeg: Building a plug-in for boosting planar region segmentation
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

  • Kun Zhang, Jinyi Zhang, Jufeng Yang
    The influence of human elements in photographs on tourists' destination perceptions and intentions
    Tourism Management, 95: Article 104684

  • Kun Zhang, Jinyi Zhang, Xiao Shang, Jufeng Yang, Chunlin Li
    Linking UGP’s affective and cognitive concepts together for tourism destination image development
    Current Issues in Tourism

  • Xin Liu, Jufeng Yang
    Progressive neighbor consistency mining for correspondence pruning
    IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR)

  • Zhicheng Zhang, Lijuan Wang, Jufeng Yang
    Weakly supervised video emotion detection and prediction via cross-modal temporal erasing network
    IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR)

  • Tinglei Feng, Jiaxuan Liu, Jufeng Yang
    Probing sentiment-oriented pre-training inspired by human sentiment perception mechanism
    IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR)

  • Changsong Wen, Guoli Jia, Jufeng Yang
    DIP: Dual incongruity perceiving network for sarcasm detection
    IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR)

  • Zhicheng Zhang, Shengzhe Liu, Jufeng Yang
    Multiple planar object tracking
    International Conference on Computer Vision (ICCV)

  • Changsong Wen, Xin Zhang, Xingxu Yao, Jufeng Yang
    Ordinal label distribution learning
    International Conference on Computer Vision (ICCV)

2022
  • Sicheng Zhao, Xingxu Yao, Jufeng Yang, Guoli Jia, Guiguang Ding, Tat-Seng Chua, Bjorn W. Schuller, Kurt Keutzer
    Affective image content analysis: Two decades review and new perspectives
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 44(10): 6729-6751

  • Song Chen, Jing-Hao Xue, Jianlong Chang, Jianzhong Zhang, Jufeng Yang, Qi Tian
    SSL++: Improving self-supervised learning by mitigating the proxy task-specificity problem
    IEEE Transactions on Image Processing (TIP), 31: 1134-1148

  • Guoli Jia, Jufeng Yang
    S2-VER: Semi-supervised visual emotion recognition
    European Conference on Computer Vision (ECCV), 493-509

  • Lijuan Wang, Guoli Jia, Ning Jiang, Haiying Wu, Jufeng Yang
    EASE: Robust facial expression recognition via emotion ambiguity-sensitive cooperative networks
    ACM International Conference on Multimedia (MM), 218-227

  • Zhicheng Zhang, Jufeng Yang
    Temporal sentiment localization: Listen and look in untrimmed videos
    ACM International Conference on Multimedia (MM), 199-208

  • Shengzhe Liu, Xin Zhang, Jufeng Yang
    SER30K: A large-scale dataset for sticker emotion recognition
    ACM International Conference on Multimedia (MM), 33-41

2021
  • Sicheng Zhao, Guoli Jia, Jufeng Yang, Guiguang Ding, Kurt Keutzer
    Emotion recognition from multiple modalities: Fundamentals and methodologies
    IEEE Signal Processing Magazine, 38(6): 59-73

  • Yingjie Zhai, Deng-Ping Fan, Jufeng Yang, Ali Borji, Ling Shao, Junwei Han, Liang Wang
    Bifurcated backbone strategy for RGB-D salient object detection
    IEEE Transactions on Image Processing (TIP), 30: 8727-8742

  • Xiaoping Wu, Jianlong Chang, Yu-Kun Lai, Jufeng Yang, Qi Tian
    BiSPL: Bidirectional self-paced learning for recognition from web data
    IEEE Transactions on Image Processing (TIP), 30: 6512-6527

  • Xingxu Yao, Sicheng Zhao, Yu-Kun Lai, Dongyu She, Jie Liang, Jufeng Yang
    APSE: Attention-aware polarity-sensitive embedding for emotion-based image retrieval
    IEEE Transactions on Multimedia (TMM), 23: 4469-4482

  • Xingxu Yao, Dongyu She, Haiwei Zhang, Jufeng Yang, Ming-Ming Cheng, Liang Wang
    Adaptive deep metric learning for affective image retrieval and classification
    IEEE Transactions on Multimedia (TMM), 23: 1640-1653

  • Wenya Guo, Ying Zhang, Xiangrui Cai, Lei Meng, Jufeng Yang, Xiaojie Yuan
    LD-MAN: Layout-driven multimodal attention network for online news sentiment recognition
    IEEE Transactions on Multimedia (TMM), 23: 1785-1798

  • Lijuan Wang, Wenya Guo, Xingxu Yao, Yuxiang Zhang, Jufeng Yang
    Multimodal event-aware network for sentiment analysis in tourism
    IEEE Multimedia, 28(2): 49-58

  • Xingxu Yao, Sicheng Zhao, Pengfei Xu, Jufeng Yang
    Multi-source domain adaptation for object detection
    IEEE/CVF International Conference on Computer Vision (ICCV), 3253-3262

2020
  • 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), 42(6): 1537-1544

  • Dongyu She, Jufeng Yang, Ming-Ming Cheng, Yu-Kun Lai, Paul L. Rosin, Liang Wang
    WSCNet: Weakly supervised coupled networks for visual sentiment classification and detection
    IEEE Transactions on Multimedia (TMM), 22(5): 1358-1371

  • 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), 31(8): 2832-2846

  • 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), 15(3s): Article No.: 96

  • Deng-Ping Fan, Yingjie Zhai, Ali Borji, Jufeng Yang, Ling Shao
    BBS-net: RGB-D salient object detection with a bifurcated backbone strategy network
    European Conference on Computer Vision (ECCV)

  • Sicheng Zhao, Yaxian Li, Xingxu Yao, Weizhi Nie, Pengfei Xu, Jufeng Yang, Kurt Keutzer
    Emotion-Based End-to-End Matching Between Image and Music in Valence-Arousal Space
    ACM International Conference on Multimedia (MM)

  • Sicheng Zhao, Yunsheng Ma, Yang Gu, Jufeng Yang, Tengfei Xing, Pengfei Xu, Runbo Hu, Hua Chai, Kurt Keutzer
    An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos
    AAAI Conference on Artificial Intelligence (AAAI)

2019
  • 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), 28(8): 3973-3985

  • 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)

  • Xiaoping Wu, Ni Wen, Jie Liang, Yu-Kun Lai, Dongyu She, Ming-Ming Cheng, Jufeng Yang
    Joint acne image grading and counting via label distribution learning
    IEEE/CVF International Conference on Computer Vision (ICCV)

  • Xingxu Yao, Dongyu She, Sicheng Zhao, Jie Liang, Yu-Kun Lai, Jufeng Yang
    Attention-aware polarity sensitive embedding for affective image retrieval
    IEEE/CVF International Conference on Computer Vision (ICCV)

  • Chi Zhan, Dongyu She, Sicheng Zhao, Ming-Ming Cheng, Jufeng Yang
    Zero-shot emotion recognition via affective structural embedding
    IEEE/CVF International Conference on Computer Vision (ICCV)

  • Jiaxing Zhao, Jiang-Jiang Liu, Deng-Ping Fan, Yang Cao, Jufeng Yang, Ming-Ming Cheng
    EGNet: Edge guidance network for salient object detection
    IEEE/CVF International Conference on Computer Vision (ICCV)

  • 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)

  • Liyi Chen, Jufeng Yang
    Recognizing the Style of Visual Arts via Adaptive Cross-layer Correlation
    ACM International Conference on Multimedia (MM)

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

  • 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

  • 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

  • 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)

  • 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)

  • 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)

  • 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)

  • 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)

  • 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)

  • 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)

  • 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)

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

  • 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

  • Jufeng Yang, Ming Sun, Xiaoxiao Sun
    Learning visual sentiment distributions via augmented conditional probability neural network
    AAAI Conference on Artificial Intelligence (AAAI)

  • 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)

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)

  • Ming Sun, Jufeng Yang, Bo Sun, Kai Wang
    Shape-guided segmentation for fine-grained visual categorization
    IEEE International Conference on Multimedia & Expo (ICME oral)

  • 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)

Current and Former Students

  • Zhicheng Zhang

  • Changsong Wen

  • Guoli Jia

  • Jiaxuan Liu

  • Xin Zhang

  • Pancheng Zhao

  • Wuyou Xia

  • Duosheng Chen

  • Xin Liu

  • Shihao Zhou

  • Weicheng Wang

  • Chenxi Zhao

  • Junyao Hu

  • Rong Qin

  • Congchao Wang (Google, USA)

  • Bo Sun (Adobe, USA)

  • Shuaipeng Liu (Meituan, China)

  • Guanhua Gao (Standard Chartered Group, China)

  • Ming Sun (Kuaishou, China)

  • Hui Shen (Baidu, China)

  • Xiaoxiao Sun (Australian National University, Australia)

  • Jie Liang (Hong Kong Polytechnic University, China)

  • Dongyu She (Tsinghua University, China)

  • Liyi Chen (Nankai University, China)

  • Xiaoping Wu (MeiTuan, China)

  • Xingxu Yao (DiDi, China)

  • Song Chen (Baidu, China)

  • Yingjie Zhai (Huawei, China)

  • Lijuan Wang (Tencent, China)

  • Tinglei Feng (ByteDance, China)

  • Shengzhe Liu (Huawei, China)

Visiting Students

  • Hang Yang

  • Jiamei Fu

  • Tao Zhou

  • Kexin Guo

  • Wenya Guo


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