邓欣

博士生导师 硕士生导师

主要任职:副教授

性别:女

出生年月:1991-01-03

毕业院校:伦敦帝国理工学院

学位:哲学博士学位

所在单位:网络空间安全学院

办公地点:北航 一号馆 414

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个人简历

北京航空航天大学“卓越百人”计划副教授,长期致力于多模态图像处理和可解释性神经网络方向的研究工作,取得了重要理论和技术突破。近5年来在人工智能顶级期刊TPAMI、图像处理顶级期刊TIP、视频编码权威期刊TCSVT,计算机视觉领域顶级会议ICCV、CVPR、ECCV等发表论文20余篇,包含ICCV 2019 Oral和CVPR 2021 Oral。谷歌学术引用500余次。获得伦敦帝国理工学院 Eryl Cadwallader Davies Prize (优秀博士论文奖)。作为项目负责人承担国家自然科学基金青年项目一项,作为子课题负责人参与国家自然科学基金首批原创探索项目一项,承担中国人工智能学会-华为MindSpore基金一项。承担本科生课程“图像信号处理”及研究生课程“图像处理与信息隐藏”相关教学工作。担任IEEE TPAMI, TIP, TIT,JSTSP, TCSVT等国际知名期刊审稿人。


近五年10篇代表性论文:

[1] Xin Deng  and   Pier Luigi Dragotti, “ Deep Convolutional Neural Network for Multi-modal   image restoration and fusion”, IEEE Transactions on Pattern Analysis and   Machine Intelligence (TPAMI)2020. 

[2] Xin Deng, Yutong Zhang, Mai Xu, Shuhang Gu, and Yiping Duan, “ Deep Coupled Feedback Network for Exposure Fusion and Image Super-Resolution”,IEEE Transactions on Image Processing (TIP), vol.30, pp 3098-3112,2021.

[3] Xin Deng, Wenzhe Yang,  Ren Yang, Mai Xu, Enpeng Liu, Qianhan Feng, and Radu Timofte, “ Deep Homography for Efficient Stereo Image Compression”, Computer Vision and Pattern Recognition (CVPR), 2021. ORAL (计算机视觉领域顶级会议,CCF A类)

[4] Xin Deng, Hao Wang, Mai Xu, Yichen Guo, Yuhang Song, Yang Li. "LAU-Net: Latitude Adaptive Upscaling Network for Omnidirectional Image Super-resolution."  Computer Vision and Pattern Recognition (CVPR2021). (计算机视觉领域顶级会议,CCF A类)

[5] Pingfan Song, Xin Deng (共同一作), Joao F.C. Mota, Nikos Deligiannis, Pier Luigi Dragotti, and Miguel Rodrigues, “Multimodal Image Super resolution via Joint Sparse Representations   induced by Coupled Dictionaries”, IEEE Transactions on Computational Imaging   (TCI), vol 6pp 57-72, 2020.  

[6] Xin Deng and Pier Luigi Dragotti, “Deep Coupled ISTA Network for Multi-modal Image   Super-resolution”, IEEE Transactions on Image Processing (TIP), vol.29, pp 1683 –1698, 2019.  

[7] Xin Deng, Ren Yang, Mai Xu and Pier Luigi Dragotti, “Wavelet Domain Style Transfer for an Effective   Perception-distortion Tradeoff in Single Image Super-resolution”, IEEE International Conference on Computer Vision (ICCV) 2019, ORAL (计算机视觉领域顶级会议,CCF A类)

[8] Xin Deng,  Pingfan Song, Miguel R. D. Rodrigues and Pier Luigi Dragotti, “RADAR: Robust Algorithm for Depth Image Super Resolution Based on FRI Theory and Multimodal  Dictionary Learning”, IEEE Transactions on Circuits and Systems for Video Technology   (TCSVT), 2019

[9] Xin   Deng, “Enhancing Image Quality via Style Transfer for Single Image Super-Resolution”, IEEE Signal Processing Letters, vol. 25, pp 571-575, 2018.

[10] 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 (TCSVT), vol.26, pp 91-106, 2016.