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个人简介

教育部长江学者特聘教授,中国图象图形学学会青工委副主任。近五年,以第一/通讯作者在IJCV、IEEE TPAMI、JSAC、TIP、TMI、JSTSP、TCSVT等国际顶级期刊及CVPR、ICCV、ECCV、AAAI、DCC、ACM MM等顶级会议上发表论文100余篇(均为SCI/EI检索),其中SCI检索60+篇(JCR1区50+篇,IEEE期刊论文40+篇);近五年,谷歌引用5千余次,SCI他引千余次,多篇论文入选ESI高被引论文/热点论文。获IEEE国际会议/期刊最佳论文奖4项、提名奖2项。担任图像处理领域顶级期刊IEEE TIP编委(Associate Editor)、IEEE TMM编委(Associate Editor)、信号处理领域权威期刊IEEE J-STSP的首席客座编委(Lead Guest Editor)。作为负责人承担科研项目20余项,包括国家自然科学基金首批原创探索项目、优青项目、面上项目、青年项目,北京市杰青项目、军委科技委创新特区项目、863项目。曾入选教育部青年长江学者,获教育部霍英东基金、中国电子学会优秀科技工作者、中国计算机学会杰出演讲者荣誉。研究成果获2017年度中国人工智能学会技术发明一等奖(第二完成人)、2020年度教育部技术发明一等奖(第一完成人)、24届中国科协求是杰出青年成果转化奖。 2013年至今,承担本科生“数字图像处理”课程教学工作,获2021年度高校计算专业优秀教师奖; 2016年至今,承担研究生“机器学习概论”课程教学工作,获2021年度北京航空航天大学研究生课程卓越教学奖;2014年获北京航空航天大学“我爱我师”十佳教师奖。指导的本科生获北航“沈元金质奖章”2人(北航本科生最高荣誉),北航优秀本科毕业设计5人次。指导的博士生获北京市优秀博士论文奖、中国图象图形学学会优秀博士论文奖,指导的硕士生获中国电子学会优秀硕士论文奖3项(含提名奖1项)。指导的研究生获北航“研究生十佳”6人(北航研究生最高荣誉)、提名1人,国家奖学金10余人。

研究领域

视频编码、视频通信、计算机视觉、机器学习、人工智能

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

Xiaofei Wang, Mai Xu*, Jicong Zhang, Lai Jiang, Liu Li, Mengxian He, Ningli Wang, Hanruo Liu, Zulin Wang. "Joint Learning of Multi-level Tasks for Diabetic Retinopathy Grading on Low resolution Fundus Images." IEEE Transactions on Journal of Biomedical and Health Informatics (JBHI'2021). Li Yang, Mai Xu*, Yichen Guo, Xin Deng, Fangyuan Gao, Zhenyu Guan. "Hierarchical Bayesian LSTM for Head Trajectory Prediction on Omnidirectional Images." IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI'2021). Tie Liu, Mai Xu*, Shengxi Li, Rui Ding, Huaida Liu. "MRS-Net+ for Enhancing Face Quality of Compressed Videos." IEEE Transactions on Circuits and Systems for Video Technology (TCSVT'2021). Tianyi Li, Mai Xu*, Runzhi Tang, Ying Chen, Qunliang Xing. DeepQTMT: A Deep Learning Approach for Fast QTMT-Based CU Partition of Intra-Mode VVC." IEEE Transactions on Image Processing (TIP'2021). Xiaofei Wang, Lai Jiang, Liu Li, Mai Xu*, Xin Deng, Lisong Dai, Xiangyang Xu, Tianyi Li, Yichen Guo, Zulin Wang and Pier Luigi Dragotti. "Joint Learning of 3D Lesion Segmentation and Classification for Explainable COVID-19 Diagnosis." IEEE Transactions on Medical Imaging (TMI'2021). Li Yang, Mai Xu, Xin Deng, Bo Feng. "Spatial Attention-based Non-reference Perceptual Quality Prediction Network for Omnidirectional Images." IEEE International Conference on Multimedia and Expo (ICME'2021). Lai Jiang, Xiaofei Wang, Mai Xu, Leonid Sigal. "Saliency-Guided Image Translation." Conference on Computer Vision and Pattern Recognition (CVPR2021). Xin Deng, Wenzhe Yang, Ren Yang, Mai Xu, Enpeng Liu, Qianhan Feng, Radu Timofte. "Deep Homography for Efficient Stereo Image Compression." Conference on Computer Vision and Pattern Recognition (CVPR2021). Xin Deng, Hao Wang, Mai Xu, Yichen Guo, Yuhang Song, Yang Li. "LAU-Net: Latitude Adaptive Upscaling Network for Omnidirectional Image Super-resolution." Conference on Computer Vision and Pattern Recognition (CVPR2021). Xin Deng,Yutong Zhang,Mai Xu,Shuhang Gu,Yiping Duan. "Deep Coupled Feedback Network for Joint Exposure Fusion and Image Super-Resolution." IEEE Transactions on Image Processing 2021. Mai Xu, Li Yang, Xiaoming Tao, Yiping Duan, Zulin Wang. "Saliency Prediction on Omnidirectional Image With Generative Adversarial Imitation Learning." IEEE Transactions on Image Processing (IEEE TIP'21). Yichen Guo, Mai Xu, Li Yang, Rui Ding. "A Viewport-adaptive Rate Control Approach for Omnidirectional Video Coding." Data Compression Conference (DCC, 2021). Xiaofei Wang, Mai Xu, Jicong Zhang, Lai Jiang, Liu Li. "Deep Multi-Task Learning for Diabetic Retinopathy Grading in Fundus Images." AAAI Conference on Artificial Intelligence (AAAI, 2021). Xu, Mai, Lai Jiang, Chen Li, Zulin Wang, and Xiaoming Tao. "Viewport-based CNN: A Multi-task Approach for Assessing 360° Video Quality." IEEE transactions on pattern analysis and machine intelligence, 2020. Jianyi Wang, Mai Xu, Lai Jiang, Yuhang Song. Attention-based Deep Reinforcement Learning for Virtual Cinematography of 360? Videos. IEEE Transactions on Multimedia (TMM), 2020. Tie Liu, Mai Xu, Shengxi Li, Rui Ding, and Huaida Liu. “MRS-Net: Multi-Scale Recurrent Scalable Network for Face Quality Enhancement of Compressed Videos.” In Proceedings of the 28th ACM International Conference on Multimedia (ACM MM), 2020. Jianyi Wang, Mai Xu, Xin Deng, Congyong Chen, Yuhang Song, Liquan Shen, "MW-GAN: Multi-level Wavelet-based Generative Adversarial Network for Perceptual Quality Enhancement of Compressed Video" in European Conference on Computer Vision (ECCV 2020). Liu Li, Xiaofei Wang, Mai Xu, Ximeng Chen, Hanruo Liu: DeepGF: Glaucoma Forecast Using the Sequential Fundus Images, Medical Image Computing and Computer Assisted Intervention Society (MICCAI), 2020. Yufan Liu; Minglang Qiao; Mai Xu*; Bing Li; Weiming Hu; Ali Borji: Learning to Predict Salient Faces: A Novel Visual-Audio Saliency Model, European Conference on Computer Vision (ECCV), 2020. Qunliang Xing, Mai Xu, Tianyi Li and Zhenyu Guan, "Early Exit Or Not: Resource-Efficient Blind Quality Enhancement for Compressed Images" in European Conference on Computer Vision (ECCV 2020). Zhenyu Guan*, Qunliang Xing, Mai Xu, Ren Yang, Tie Liu and Zulin Wang, "MFQE 2.0: A New Approach for Multi-frame Quality Enhancement on Compressed Video" in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2019), DOI: 10.1109/TPAMI.2019.2944806. Tianyi Li, Mai Xu, Ce Zhu, Ren Yang, Zulin Wang and Zhenyu Guan, "A Deep Learning Approach for Multi-Frame In-Loop Filter of HEVC," in IEEE Transactions on Image Processing, 2019. Mai Xu, Chen Li, Zhenzhong Chen, Zulin Wang and Zhenyu Guan, "Assessing Visual Quality of Omnidirectional Videos," in IEEE Transactions on Circuits and Systems for Video Technology (2018). Ren Yang, Mai Xu, Zulin Wang, Yiping Duan, and Xiaoming Tao. "Saliency-guided complexity control for hevc decoding." IEEE Transactions on Broadcasting (2018). Mai Xu*; Yufan Liu; Haoji Hu; Feng He, Find who to look at: Turning from action to saliency, IEEE Transactions on Image Processing, 27 (9), 2018. (SCI, Q1) Ren Yang, Mai Xu, Zulin Wang, Yiping Duan, and Xiaoming Tao. "Saliency-guided complexity control for hevc decoding." IEEE Transactions on Broadcasting (2018). Mai Xu*; Tianyi Li; Zulin Wang; Xin Deng; Ren Yang; Zhenyu Guan, Reducing Complexity of HEVC: A Deep Learning Approach, IEEE Transactions on Image Processing, 2018. Mai Xu*, Yun Ren, Jinxian Liu and Zulin Wang, Saliency detection in face videos: A data-driven approach, IEEE Transactions on Multimedia, 2018. Mai Xu; Yuhang Song; Jianyi Wang; Minglang Qiao; Liangyu Huo; Zulin Wang, Modeling Attention in Panoramic Video: A Deep Reinforcement Learning Approach, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018. Liu Y, Yang L, Xu M, et al. Rate control schemes for panoramic video coding[J]. Journal of Visual Communication and Image Representation, 2018, 53: 76-85. Shengxi Li, Mai Xu, Yun Ren, and Zulin Wang. "Closed-form optimization on saliency-guided image compression for HEVC-MSP." IEEE Transactions on Multimedia (2017). Shengxi Li, Mai Xu, Zulin Wang, and Xiaoyan Sun. "Optimal bit allocation for CTU level rate control in HEVC." IEEE Transactions on Circuits and Systems for Video Technology 27, no. 11 (2017): 2409-2424. Jie Ren, Mai Xu*, Wei Chen, Zhiguo Ding and Zulin Wang: Coalition Formation Approaches for Cooperative Networks with SWIPT, IEEE ACCESS, 5, 2017. Baihong Lin, Xiaoming Tao, Mai Xu, Linhao Dong and Jianhua Lu: Bayesian Hyperspectral and Multispectral Image Fusions via Double Matrix Factorization, IEEE Transactions on Geoscience and Remote Sensing, 55(10), 2017. Jingxian Liu, Zulin Wang, Mai Xu*: A Kalman Estimation Based Rao-Blackwellized Particle Filtering for Radar Tracking, IEEE ACCESS, 5, 2017. Yun Ren, Zulin Wang, and Mai Xu. "Learning-Based Saliency Detection of Face Images." IEEE Access 5 (2017): 6502-6514. Mai Xu, Yun Ren, Zulin Wang, Jingxian Liu, and Xiaoming Tao. "Saliency detection in face videos: A data-driven approach." IEEE Transactions on Multimedia (2017). Yanan Wei, Zulin Wang, and Mai Xu. "Road Structure Refined CNN for Road Extraction in Aerial Image." IEEE Geoscience and Remote Sensing Letters 14, no. 5 (2017): 709-713. Lai Jiang, Mai Xu, and Zulin Wang. "Predicting Video Saliency with Object-to-Motion CNN and Two-layer Convolutional LSTM." arXiv preprint arXiv:1709.06316 (2017). Mai Xu, Lai Jiang, Xiaoyan Sun, Zhaoting Ye, and Zulin Wang. "Learning to detect video saliency with HEVC features." IEEE Transactions on Image Processing 26, no. 1 (2017): 369-385. Xin Deng, Mai Xu, and Chen Li. "Hierarchical Complexity Control of HEVC for Live Video Encoding." IEEE Access 4 (2016): 7014-7027. Xin Deng, Mai Xu, Lai Jiang, Xiaoyan Sun, and Zulin Wang. "Subjective-driven complexity control approach for HEVC." IEEE Transactions on Circuits and Systems for Video Technology 26, no. 1 (2016): 91-106. Mai Xu, Lai Jiang, Zhaoting Ye, and Zulin Wang. "Bottom-up saliency detection with sparse representation of learnt texture atoms." Pattern Recognition 60 (2016): 348-360. Kanapathippillai Cumanan, Zhiguo Ding, Mai Xu, and H. Vincent Poor. "Secrecy rate optimization for secure multicast communications." IEEE Journal of Selected Topics in Signal Processing 10, no. 8 (2016): 1417-1432. Zhe Liu, Zulin Wang, and Mai Xu*. Cubature Information SMC-PHD for Multi-Target Tracking. Sensors, 16(5), 2016. Jingxian Li, Zulin Wang, and Mai Xu*. A novel distributed fusion algorithm for multi-sensor nonlinear tracking. EURASIP Journal on Advances in Signal Processing, 62, 2016. Mai Xu*, Haoyu Dong, Chen Chen and Ling Li: Unsupervised Dictionary Learning with Fisher Discriminant for Clustering, 194, Neurocomputing, 2016. Mai Xu* and Zulin Wang: A Novel Double-Layer Sparse Representation Approach for Unsupervised Dictionary Learning, Computer Vision and Image Understanding, 143, 2016. Cheng Zhu, Kanapathippillai Cumanan, Mai Xu, and Zhiguo Ding, Robust secrecy rate optimisations for multiuser multiple-input-single-output channel with device-to-device communications, IET Communications, 9(3), 2015. Shengxi Li, Mai Xu, Xin Deng, and Zulin Wang. "Weight-based R-λ rate control for perceptual HEVC coding on conversational videos." Signal Processing: Image Communication 38 (2015): 127-140.

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