邓欣 - 北京航空航天大学 - 网络空间安全学院

个人简介

学习经历 2009.09-2013.06 北京航空航天大学电子信息工程学士 2013.09-2016.01 北京航空航天大学电子与通信工程硕士 2016.08-2020.03 伦敦帝国理工学院电子与电气工程博士工作经历 2020.04至今北京航空航天大学网络空间安全学院，副教授开授课程本科生课程《图像处理与信息隐藏技术》荣誉与奖励 2016年帝国理工-CSC联合奖学金获得者科研成果长期致力于图像视频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。解决了高倍率图像复原过程中无法兼顾图像主观和客观质量的问题；同时针对现有神经网络可解释性差的问题，提出基于卷积稀疏表示的可解释性神经网络架构，在保证准确度的同时显著提高网络的可解释性和鲁棒性。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、ECCV等发表论文20余篇。谷歌学术引用400 余次，单篇最高引用94 次

研究领域

图像处理与机器视觉，可解释性神经网络，图像与视频内容安全

近期论文

查看导师最新文章（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）

字典学习和可解释性神经网络 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. 期刊论文（录用）SCI 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. 期刊论文（已发表） SCI Xin Deng, and Pier Luigi Dragotti, “Coupled ISTA Network for Multi-modal Image Super-resolution”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp 1862-1866, 2019. 会议论文（已发表）EI Xin Deng, Junjie Huang, Mengying Liu, and Pier Luigi Dragotti, “An FRI-based Single Image Super-Resolution Algorithm and an Application in Image Compression”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp 1807-1811, 2018. 会议论文（已发表）EI 视频压缩和显著性模型 Mai Xu, Tianyi Li, Zulin Wang, Xin Deng, Ren Yang, “Reducing complexity of HEVC: A deep learning approach”. IEEE Transactions on Image Processing （TIP）, 2018, 27(10): 5044-5059. 期刊论文（已发表）SCI Tianyi Li, Mai Xu, Xin Deng, Liquan Shen, “Accelerate CTU Partition to Real Time for HEVC Encoding with Complexity Control”. IEEE Transactions on Image Processing （TIP）, 2020, DOI: 10.1109/TIP.2020.3003730 Mai Xu, Xin Deng, Shengxi Li, and Zulin Wang, “Region-of-Interest Based Conversational HEVC Coding with Hierarchical Perception Model of Face”， IEEE Journal of Selected Topics in Signal Processing (JSTSP) , vol 8, pp 475-489, 2014. 期刊论文（已发表）SCI 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. 期刊论文（已发表）SCI Xin Deng and Mai Xu, “Hierarchical Complexity Control of HEVC for Live Video Encoding”, IEEE Access, vol 4, pp 7014-7027, 2016. 期刊论文（已发表）SCI 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, vol 38, pp 127-140, 2015 期刊论文（已发表）SCI Xin Deng, and Mai Xu, “Complexity Control of HEVC for Video Conferencing”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp 1552-1556, 2017 会议论文（已发表）EI Xin Deng, Mai Xu, Shengxi Li and Zulin Wang, “Complexity Control of HEVC Based on Region-of-Interest Attention Model”，Visual Communications and Image Processing Conference (VCIP), pp 225-228, 2014 会议论文（已发表）EI 图像视频超分辨与质量提升 Jianyi Wang, Xin Deng, Mai Xu, Congyong Chen and Yuhang Song, “Multi-level Wavelet-based Generative Adversarial Network for Perceptual Quality Enhancement of Compressed Video”, IEEE European Conference on Computer Vision (ECCV), 2020 会议论文（已接收）EI 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) oral, pp 3076-3085, 2019 会议论文（已发表）EI Xin Deng, “Enhancing Image Quality via Style Transfer for Single Image Super-Resolution”, IEEE Signal Processing Letters, vol. 25, pp 571-575, 2018. 期刊论文（已发表）SCI Pingfan Song, Xin Deng (共同一作), Joao F.C. Mota, Nikos Deligiannis, Pier Luigi Dragotti, and Miguel R.D. Rodrigues,“Multimodal Image Super-resolution via Joint Sparse Representations induced by Coupled Dictionaries”, IEEE Transactions on Computational Imaging (TCI), vol 6，pp 57-72, 2020. 期刊论文（已发表）SCI 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. 期刊论文（录用）SCI

学术兼职

IEEE会员, CCF会员，担任多个会议和期刊的审稿人，Journal of Selected Topics in Signal Processing (JSTSP), IEEE Transactions on Image Processing (TIP)，IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), IEEE Internet of Things Journal, IEEE Transctions on Industrial Electronics (TIE), IEEE Transactions on Computational Imaging (TCI)