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Jufeng Yang （杨巨峰）原文链接：https://cv.nankai.edu.cn/ 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, visual sentiment analysis, and medical image recognition. 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 and Zhou En-Lai Scholarship.
Email: yangjufeng AT nankai DOT edu DOT cn
Office: 38 Tongyan Road, 13 # 403, Tianjin 300350, China
NEW申请考核攻博的同学请注意：2022年9月入学的博士研究生第一批考核已经结束，第二批预计于2022年3月开始。
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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:
Workshop on Multimedia Understanding with Less Labeling (MULL), ACM Multimedia 2021
[Submission deadline: August 10, 2021]
Neurocomputing (IF=4.072) Special Issue on
Deep Learning with Small Samples
[CFP] [Closed]
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]
TASKS for ROOKIES in NKCV LAB:
[Click Here] (collected and built by Jie Liang)
News
NEW12/01/2021: Two papers were accepted to TIP. NEW08/18/2021: One paper on multimodal emotion recognition was accepted to IEEE Signal Processing Magazine. NEW07/22/2021: One paper on object detection was accepted to ICCV 2021. NEW07/06/2021: Another paper was accepted to TIP. NEW06/26/2021: One paper on learning from web data was accepted to TIP. NEW06/21/2021: 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 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.
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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
Associate Editor & Guest Editor
Program Committee Member
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Selected Publications2021
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)
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
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)
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
Wenya Guo, Ying Zhang, Jufeng Yang, Xiaojie Yuan
Re-attention for visual question answering
IEEE Transactions on Image Processing (TIP), 30: 6730-6743
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)
Sicheng Zhao, Yang Xiao, Jiang Guo, Xiangyu Yue, Jufeng Yang, Ravi Krishna, Pengfei Xu, Kurt Keutzer
Curriculum CycleGAN for Textual Sentiment Domain Adaptation with Multiple Sources
The Web Conference (WWW)
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)
Wenya Guo, Ying Zhang, Xiaoping Wu, Jufeng Yang, Xiangrui Cai, Xiaojie Yuan
Re-Attention for Visual Question Answering
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 imagesEuropean 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)
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Current and Former Students
Song Chen Yingjie Zhai Lijuan Wang Tinglei Feng Shengzhe Liu Zhicheng Zhang Changsong Wen Guoli Jia Jiaxuan Liu Congchao Wang (Virginia Tech, USA) Bo Sun (Stevens Institute of Technology, USA) Shuaipeng Liu (Institute of Automation, CAS, China) Guanhua Gao (Standard Chartered Group, China) Ming Sun (SenseTime, China) Hui Shen (Baidu IDL, 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)
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Visiting StudentsJiamei Fu Tao Zhou Kexin Guo Wenya Guo
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