[ Xin Deng @ IC ]

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Xin Deng

PhD student
Communications and Signal Processing (CSP) group
Department of Electrical and Electronic Engineering
Imperial College London
Room: F805
Email:

I am now a final year PhD student in the Communications and Signal Processing (CSP) group at Imperial College London, with the supervision of Prof. Pier Luigi Dragotti. I hold a M.Sc. (2016) and B.Sc (2013) degree in Electronic and Information Engineering from the Beihang University (Beijing, China).

My research interests include Sparse coding with applications in image and video processing, Machine learning, and Multimodal signal processing. I also serve as a reviewer for some conferences (e.g., DCC, ISCAS, ICASSP, ICIP) and journals (e.g., Journal of Selected Topics in Signal Processing (JSTSP), IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), IEEE Internet of Things Journal, IEEE Access, IEEE Transctions on Industrial Electronics (TIE), IEEE Transactions on Computational Imaging (TCI)).

Journal Publications

IEEE TIP'19 "Deep Coupled ISTA Network for Multi-modal Image Super-Resolution", Xin Deng, and Pier Luigi Dragotti, IEEE Transactions on Image Processing, early access, 2019. Software Code.
IEEE TCSVT'19 "RADAR: Robust Algorithm for Depth Image Super-resolution Based on FRI theory and Multimodal Dictionary Learning", Xin Deng, Pingfan Song, Miguel R. D. Rodrigues and Pier Luigi Dragotti, IEEE Transactions on Circuits and Systems for Video Technology, early access, 2019. Results download.
IEEE TCI'19 "Multimodal Image Super-resolution via Joint Sparse Representations induced by Coupled Dictionaries", Pingfan Song, Xin Deng, Joao F. C. Mota, Nikos Deligiannis, Pier Luigi Dragotti, and Miguel R. D. Rodrigues, IEEE Transactions on Computational Imaging, early access, 2019. (Co-first authors) Software Code.
IEEE TIP'18 "Reducing Complexity of HEVC: A Deep Learning Approach", Mai Xu, Tianyi Li, Zulin Wang, Xin Deng, Ren Yang and Zhenyu Guan, IEEE Transactions on Image Processing, Vol. 27, pp. 5044-5059, 2018.
IEEE Access'16 "Hierarchical Complexity Control of HEVC for Live Video Encoding", Xin Deng and Mai Xu, IEEE Access ,Vol. 4, pp. 7014-7027, 2016.
IEEE TCSVT'16 "Subjective-driven Complexity Control Approach for HEVC", Xin Deng, Mai Xu, Lai Jiang, Xiaoyan Sun, and Zulin Wang, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT'16), Vol. 26, No. 1, pp. 1-16, 2016. Software Code.
Elsevier SPIC'15 "Weight-based r-λ rate control for perceptual HEVC coding on conversational videos", Shengxi Li, Mai Xu, Xin Deng, and Zulin Wang, Vol. 38, pp. 127-140, Signal Processing: Image Communication, Elsevier 2015.
IEEE JSTSP'14 "Region-of-Interest Based Conversational HEVC Coding with Hierarchical Perception Model of Face", Mai Xu, Xin Deng, Shengxi Li, and Zulin Wang, IEEE Journal of Selected Topics in Signal Processing, Vol. 8, No. 3, pp. 475-489, 2014. Software Code.

Conference Publications

IEEE ICCV'19 Oral "Wavelet Domain Style Transfer for an Effective Perception-distortion Tradeoff in Single Image Super-Resolution", Xin Deng, Ren Yang, Mai Xu, and Pier Luigi Dragotti, IEEE International Conference on Computer Vision (ICCV'19). Software Code. Video Presentation
IEEE ICASSP'19 "Coupled ISTA network for Multi-modal Image Super-resolution", Xin Deng, and Pier Luigi Dragotti, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'19).
IEEE ICASSP'18 "U-FRESH: An FRI-based Single Image Super Resolution Algorithm and an Application in Image Compression", Xin Deng, Junjie Huang, Mengying Liu, and Pier Luigi Dragotti, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'18).
IEEE ICASSP'17 "Complexity Control of HEVC for Video Conferencing.", Xin Deng, and Mai Xu, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'17).
IEEE ICME'17 "A Deep Convolutional Neural Network Approach for Complexity Reduction on Intra-mode HEVC.", Tianyi Li, Mai Xu, and Xin Deng, IEEE International Conference on Multimedia and Expo (ICME'17).
IEEE ICME'17 "A Subjective Visual Quality Assessment Method of Panoramic Videos.", Mai Xu, Chen li, Yufan Liu, Xin Deng, and Jiaxin Lu, IEEE International Conference on Multimedia and Expo (ICME'17).
IEEE VCIP'14 "Complexity Control of HEVC based on Region-of-interest Attention Model.", Xin Deng, Mai Xu, Shengxi Li, and Zulin Wang, IEEE International Conference on Visual Communications and Image Processing (VCIP'14).
IEEE ICME'14 "A novel weight-based URQ scheme for perceptual video coding of conversational video in HEVC.", Shengxi Li, Mai Xu, Xin Deng, and Zulin Wang, IEEE International Conference on Multimedia and Expo (ICME'14).
IEEE ICACI'13 "A ROI-based Bit Allocation Scheme for HEVC towards Perceptual Conversational Video Coding.", Xin Deng, Mai Xu, and Zulin Wang, IEEE International Conference on Advanced Computational Intelligence (ICACI'13).

Patent

April 2018 "A HEVC Complexity Control Scheme Based on Quard-tree Partition at CTU Level", Mai Xu, Xin Deng, and Zulin Wang, Chinese patent, No. 201510490394.8.

Selected Awards

May 2016 Chinese Council Scholarship (CSC) and Imperial Joint Scholarship for three-year PhD study.
Jan 2016 Excellent Graduate Award, Beihang University.
Oct 2015 Top 10 Graduate Student Award, Beihang University.
Dec 2014 National Scholarship, Chinese Ministry of Education.
Dec 2014 Student Travel Award (VCIP'14), IEEE Circuits and Systems Society.

Contact

OFFICE ADDRESS

F805, Electrical and Electronic Engineering (EEE) building,
South Kensington Campus,
Imperial College London
Exhibition Road, London, UK.
Postcode: SW7 2AZ
Email:

OFFICE DIRECTIONS

https://www.google.com/maps/@51.4989671,-0.1752849,19z

© 2018 by Xin Deng. All rights reserved.