姓名：段立新 专业技术职务：教授
联系方式：
邮箱：lxduan@uestc.edu.cn
系别：计算机软件与理论系

联系方式 邮箱 lxduan@uestc.edu.cn
专业技术职务_详情页 教授
【个人背景】2004年-2008年:中国科学技术大学,本科;
2008年-2012年:新加坡南洋理工大学,博士;
2011.年-2012年:新加坡南洋理工大学,研究助理;
2012年-2013年:德国思爱普公司新加坡创新实验室,研究员;
2013年-2014年:新加坡科技研究局资讯通信研究院,研究员;
2014年-2016年:美国亚马逊公司西雅图总部,机器学习研究员;
2016年-至今:电子科技大学,教授,博导;
【研究方向】主要研究方向为机器学习（迁移学习、深度学习等）、计算机视觉（图像分类、物体识别和检测等）、医疗影像分析（基于眼底图像的眼病辅助诊断等）………
讲授课程
本科：《网络科学导论》、《电子信息科学与技术导引》、《人工智能导论（新生研讨课）》、《统计分析与机器学习》………
所带毕业设计：指导的一名本科生获校优秀毕业论文奖。一名本科生获成电杰出学生称号。
【研究成果】研究项目：
1.大数据模型算法研究，横向，2019-2020，主持；
2.眼底图像分析中的迁移学习算法和应用研究，自然基金-面上项目，2018-2021，主持
3.杰出人才引进与培养计划，电子科技大学，2017-2021，主持；
4.迁移学习技术合作项目技术开发合同，横向，2020-2021，主持；
5.视觉合作非合作目标识别技术研究，横向，2019-2020，主持；
6.科技创新2030—“新一代人工智能”重大项目，国家重点研发计划，2019-2023，主持
论文列表：
作者+论文名称+期刊名称+发表时间或页面
【1】Lixin Duan, Ivor W. Tsang, Dong Xu and Stephen J. Maybank,"Domain Transfer SVM for Video Concept Detection",IEEE Conference on Computer Vision and Pattern Recognition Workshops（CVPRW）,2009,1375.
【2】Chuang Gan, Chen Sun, Lixin Duan and Boqing Gong,"Webly-Supervised Video Recognition by Mutually Voting for Relevant Web Images and Web Video Frames",European Conference on Computer Vision (ECCV),2016,9907(849-866
【3】Feiwu Yu, Xinxiao Wu, Yuchao Sun and Lixin Duan,"Exploiting images for video recognition with hierarchical generative adversarial networks",International Joint Conference on Artificial Intelligence (IJCAI),2018,
【4】Handong Ma and Lixin Duan,"Temporal Action Proposal Generation via Multi-Task Feature Learning ",IEEE International Conference on Visual Communications and Image Processing (VCIP),2020,
【5】Jun Cheng, Lixin Duan, Damon Wing Kee Wong, Dacheng Tao, Masahiro Akiba and Jiang Liu,"Speckle Reduction in Optical Coherence Tomography by Image Registration and Matrix Completion",International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI),2014,8673(162.
【6】Wen Li, Lixin Duan, Dong Xu and Ivor Wai-Hung Tsang,"Text-Based Image Retrieval using Progressive Multi-Instance Learning", IEEE International Conference on Computer Vision (ICCV),2011,2049-2055.
【7】Q. Lian, F. M. Lv, L. X. Duan and B. Q. Gong,"Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach",2019 Ieee/Cvf International Conference on Computer Vision (Iccv 2019),2019,6757-6766.
【8】Lin Chen, Lixin Duan, Ivor W Tsang and Dong Xu,"Efficient discriminative learning of class hierarchy for many class prediction",Asian Conference on Computer Vision (ACCV),2012,
【9】Yong; Liu, Peilin ; Zhao, Xin ; Liu, Min ; Wu, Lixin; Duan and Xiao-Li Li,"Learning user dependencies for recommendation ",International Joint Conference on Artificial Intelligence (IJCAI),2017
【10】Lixin Duan, Dong Xu and Shih-Fu Chang,"Exploiting Web Images for Event Recognition in Consumer Videos: A Multiple Source Domain Adaptation Approach",IEEE Conference on Computer Vision and Pattern Recognition (CVPR),2012,1338-1345.
【11】Lixin Duan, Dong Xu and Ivor Tsang,"Learning with augmented features for heterogeneous domain adaptation",International Conference on Machine Learning (ICML),2012,
【12】Lixin Duan, Ivor W Tsang, Dong Xu and Tat-Seng Chua,"Domain adaptation from multiple sources via auxiliary classifiers",International Conference On Machine Learning (ICML),2009
【13】Lixin Duan, Yanwu Xu, Wen Li, Lin Chen, Damon Wing Kee Wong, Tien Yin Wong and Jiang Liu,"Incorporating Privileged Genetic Information for Fundus Image Based Glaucoma Detection",International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI),2014,8674(204-211).
【14】Peng Liu, Zaiwang Gu, Fan Liu, Yuming Jiang, Shanshan Jiang, Haoyu Mao, Jun Cheng, Lixin Duan and Jiang Liu,"Large-Scale Left and Right Eye Classification in Retinal Images",Computational Pathology and Ophthalmic Medical Image Analysis,2018,11039(261-268).
【15】Ruchir Srivastava, Damon WK Wong, Lixin Duan, Jiang Liu and Tien Yin Wong,"Red Lesion Detection in Retinal Fundus Images Using Frangi-based Filters",2015 37th Annual International Conference of the Ieee Engineering in Medicine and Biology Society (EMBC),2015,5663-5666.
【16】Wen Li, Lixin Duan, Ivor Wai-Hung Tsang and Dong Xu,"Batch Mode Adaptive Multiple Instance Learning for Computer Vision Tasks",IEEE Conference on Computer Vision and Pattern Recognition (CVPR),2012,2368-2375.
【17】Wen Li, Lixin Duan, Ivor Wai-Hung Tsang and Dong Xu,"Co-Labeling: A New Multi-view Learning Approach for Ambiguous Problems",IEEE International Conference on Data Mining (ICDM),2012,419-428.
【18】Xiangyu Chen, Yanwu Xu, Lixin Duan, Shuicheng Yan, Zhuo Zhang, Damon Wing Kee Wong and Jiang Liu,"Multiple Ocular Diseases Classification with Graph Regularized Probabilistic Multi-label Learning",Asian Conference on Computer Vision (ACCV),2015,9006(127-142.
【19】Xiao-Yu Zhang, Haichao Shi, Changsheng Li, Kai Zheng, Xiaobin Zhu and Lixin Duan,"Learning Transferable Self-Attentive Representations for Action Recognition in Untrimmed Videos with Weak Supervision",Thirty-Third AAAI Conference on Artificial Intelligence / Thirty-First Innovative Applications of Artificial Intelligence Conference / Ninth Aaai Symposium on Educational Advances in Artificial Intelligence,2019,9227-9234.
【20】Xinxiao Wu, Dong Xu, Lixin Duan and Jiebo Luo,"Action Recognition using Context and Appearance Distribution Features",IEEE Conference on Computer Vision and Pattern Recognition (CVPR),2011,489-496.
【21】Yanwu Xu, Lixin Duan, Damon Wing Kee Wong, Tien Yin Wong and Jiang Liu,"Semantic reconstruction-based nuclear cataract grading from slit-lamp lens images",International Conference on Medical Image Computing and Computer-Assisted Intervention,2016,
【22】Yanwu Xu, Lixin Duan, Huazhu Fu, Xiaoqin Zhang, Damon Wing Kee Wong, Baskaran Mani, Tin Aung and Jiang Liu,"Axial alignment for anterior segment swept source optical coherence tomography via robust low-rank tensor recovery",International Conference on Medical Image Computing and Computer-Assisted Intervention,2016,
【23】Yanwu Xu, Lixin Duan, Huazhu Fu, Zhuo Zhang, Wei Zhao, Tianyuan You, Tien Yin Wong and Jiang Liu,"Ocular Disease Detection from Multiple Informatics Domains",IEEE 15th International Symposium on Biomedical Imaging (ISBI),2018,43-47.
【24】Yanwu Xu, Lixin Duan, Stephen Lin, Xiangyu Chen, Damon Wing Kee Wong, Tien Yin Wong and Jiang Liu,"Optic Cup Segmentation for Glaucoma Detection Using Low-Rank Superpixel Representation",International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI),2014,8673(788.)
【25】Yanwu Xu, Ying Quan, Yi Huang, Ngan Meng Tan, Ruoying Li, Lixin Duan, Lin Chen, Huiying Liu, Xiangyu Chen, Damon Wing Kee Wong, Mani Baskaran, Shamira Perera, Tin Aung, Tien Yin Wong and Jiang Liu,"Local Patch Reconstruction Framework for Optic Cup Localization in Glaucoma Detection",2014 36th Annual International Conference of the Ieee Engineering in Medicine and Biology Society (EMBC),2014,5418-5421.
【26】Yuming Jiang, Hu Xia, Yanwu Xu, Jun Cheng, Huazhu Fu, Lixin Duan, Zhigang Meng and Jiang Liu,"Optic disc and cup segmentation with blood vessel removal from fundus images for glaucoma detection",IEEE Engineering in Medicine and Biology Society (EMBC),2018,
【27】Zhantao Cao, Lixin Duan, Guowu Yang, Ting Yue, Qin Chen, Huazhu Fu and Yanwu Xu,"Breast Tumor Detection in Ultrasound Images Using Deep Learning",Patch-Based Techniques In Medical Imaging (PATCH-MI),2017,10530(121-128.
【28】Zhiyu Xue, Zhenshan Xie, Zheng Xing and Lixin Duan,"Relative Position and Map Networks in Few-shot Learning for Image Classification",IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW),2020,
【29】Chaofan Tao, Qinhong Jiang, Lixin Duan, Ping Luo," Dynamic and Static Context-aware LSTM for Multi-agent Motion Prediction" European Conference on Computer Vision (ECCV),2020,
【30】Lixin Duan, Ivor W. Tsang and Dong Xu,"Domain Transfer Multiple Kernel Learning",IEEE Transactions on Pattern Analysis and Machine Intelligence,2012,34(3),465-479.
【31】Z. T. Cao, L. X. Duan, G. W. Yang, T. Yue and Q. Chen,"An experimental study on breast lesion detection and classification from ultrasound images using deep learning architectures",Bmc Medical Imaging,2019,19.
【32】Changsheng Li, Chong Liu, Lixin Duan, Peng Gao and Kai Zheng,"Reconstruction Regularized Deep Metric Learning for Multi-Label Image Classification",IEEE Transactions on Neural Networks and Learning Systems,2020,31(7),2294-2303.
【33】Damon Wing Kee Wong, Zhuo Zhang, Ruchir Srivastava, Huiying Liu, Xiangyu Chen, Lixin Duan, Chee Keong Kwoh, Tien Yin Wong and Jiang Liu,"A survey on computer aided diagnosis for ocular diseases",BMC Medical Informatics and Decision Making,2014,14(80),
【34】Dong Xu, Tat Jen Cham, Shuicheng Yan, Lixin Duan and Shih-Fu Chang,"Near duplicate identification with spatially aligned pyramid matching",IEEE Transactions on Circuits and Systems for Video Technology（TCSVT）,2010,20(8),
【35】Dongze Lian, Lina Hu, Weixin Luo, Yanyu Xu, Lixin Duan, Jingyi Yu and Shenghua Gao,"Multiview Multitask Gaze Estimation With Deep Convolutional Neural Networks",IEEE Transactions on Neural Networks and Learning Systems,2019,30(10),3010-3023.
【36】Lixin Duan, Wen Li, Ivor Wai-Hung Tsang and Dong Xu,"Improving Web Image Search by Bag-Based Reranking",IEEE Transactions on Image Processing (TIP),2011,20(11),3280-3290.
【37】Feiwu Yu, Xinxiao Wu, Jialu Chen and Lixin Duan,"Exploiting Images for Video Recognition: Heterogeneous Feature Augmentation via Symmetric Adversarial Learning",IEEE Transactions on Image Processing,2019,28(11),5308-5321.
【38】Fengmao Lv, Jun Zhu, Guowu Yang and Lixin Duan,"TarGAN: Generating target data with class labels for unsupervised domain adaptation",Knowledge-Based Systems,2019,172,123-129.
【39】S. H. Gao, L. X. Duan and I. W. Tsang,"DEFEATnet-A Deep Conventional Image Representation for Image Classification",Ieee Transactions on Circuits and Systems for Video Technology,2016,26(3),494-505.
【40】Jianyi Liu, Yao Ma, Lixin Duan, Fangfang Wang and Yuehu Liu,"Hybrid constraint SVR for facial age estimation",Signal Processing,2014,94,576-582.
【41】Jin Chen, Xinxiao Wu, Lixin Duan and Shenghua Gao,"Domain Adversarial Reinforcement Learning for Partial Domain Adaptation",IEEE transactions on neural networks and learning systems,2020
【42】Li Niu, Xinxing Xu, Lin Chen, Lixin Duan and Dong Xu,"Action and Event Recognition in Videos by Learning From Heterogeneous Web Sources",Ieee Transactions on Neural Networks and Learning Systems,2017,28(6),1290-1304.
【43】Lixin Duan, Dong Xu and Ivor Wai-Hung Tsang,"Domain Adaptation from Multiple Sources: A Domain-Dependent Regularization Approach",Ieee Transactions on Neural Networks and Learning Systems,2012,23(3),504-518.
【44】Ruchir Srivastava, Lixin Duan, Damon WK Wong, Jiang Liu and Tien Yin Wong,"Detecting retinal microaneurysms and hemorrhages with robustness to the presence of blood vessels",Computer Methods and Programs in Biomedicine,2017,138,83-91.
【45】Weixin Luo, Wen Liu, Dongze Lian, Jinhui Tang, Lixin Duan, Xi Peng and Shenghua Gao,"Video Anomaly Detection with Sparse Coding Inspired Deep Neural Networks",IEEE Transactions on Pattern Analysis and Machine Intelligence,2021,43(3),1070-1084.
【46】Wen Li, Lixin Duan, Dong Xu and Ivor W Tsang,"Learning with Augmented Features for Supervised and Semi-Supervised Heterogeneous Domain Adaptation",IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI),2014,36(6),1134-1148.
【47】Xinxiao Wu, Dong Xu, Lixin Duan, Jiebo Luo and Yunde Jia,"Action Recognition Using Multilevel Features and Latent Structural SVM",IEEE Transactions on Circuits and Systems for Video Technology,2013,23(8),1422-1431.
【48】Yan Zhang, Ivor W Tsang and Lixin Duan,"Collaborative Generative Hashing for Marketing and Fast Cold-Start Recommendation",IEEE Intelligent Systems,2020,35(5),84-95.
【49】Yuming Jiang, Lixin Duan, Jun Cheng, Zaiwang Gu, Hu Xia, Huazhu Fu, Changsheng Li and Jiang Liu,"JointRCNN: A Region-Based Convolutional Neural Network for Optic Disc and Cup Segmentation",IEEE Transactions on Biomedical Engineering,2020,67(2),335-343.
【50】Zhaoquan Yuan, Siyuan Sun, Lixin Duan, Changsheng Li, Xiao Wu and Changsheng Xu,"Adversarial Multimodal Network for Movie Story Question Answering",IEEE Transactions on Multimedia（TMM）,2020,1(1),
【51】Lixin Duan, Dong Xu, Ivor Wai-Hung Tsang and Jiebo Luo,"Visual Event Recognition in Videos by Learning from Web Data",IEEE Transactions on Pattern Analysis and Machine Intelligence,2012,34(9),1667-1680.
【52】Fengmao Lv, Guosheng Lin, Peng Liu, Guowu Yang, Sinno Jialin Pan, Lixin Duan,” Weakly-supervised Cross-domain Road Scene Segmentation via Multi-level Curriculum Adaptation”, IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY（TCSVT）,2020,
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