I will be an Associate Professor at Northwestern Polytechnical University (NPU),China in July, 2021. Also, I was a research fellow at City University of Hong Kong (CityU), China. I have obtained PhD degree of computer application technology at Harbin Institute of Technology (HIT) , China in Jan, 2021. I pursued PhD degree at HIT from Mar, 2017 to Jan, 2021. My PhD supervisor is Prof. Yong Xu. My co-advisor is Prof. Wangmeng Zuo and Prof. Chia-Wen Lin, IEEE FELLOW.
Computer Vision: Image Restoration, Video Restoration, Medical Image Processing, Image Recognition
Machine Learning: Deep Learning and Sparse Representation
Major Research Project: Noise Tolerance Computing and Flexible Low-Level Vision Tasks
Email Address: chunweitian[at]163.com Google Scholar/ GitHub/ ResearchGate
'BRDNet' firstly extented the network width by dual networks to address image denoising. Also, it can firstly resolve the problem of uneven distribution of samples in the training processing of CNNs on resource-constrained platform. (That is published on the Neural Networks. )
'ADNet' (Neural Networks, 2020) firstly used singnal processing, perception theory and human brain mechanism to guide CNN for dealing with image denoising with complex background noisy images, such as blind denoising. (That is published on the Neural Networks)
A short survey firstly summaried deep learning techniques for image denoising.
A long suvey firstly systematically and comprehensively summaried deep learning techniques for image denoising. (That is published on the Neural Networks,2020).
'CFSRCNN' uses obtained low-frequency from heterogeneous convolutional architecture and high-frequency features to enhance the stability of training a SR model. ( That is published on the IEEE TMM, 2020)
'ACNet' uses a model for SISR task of a certain scale, blind SR and blind SR with blind noise. Also, it enhances the effect of local key features to accelerate the training speed and improve the SR performance. (That is accepted by the IEEE TSMC, 2021)
2020-06: A journal paper is accepted to Multimedia Tools and Applications.
2021-06: Interview invitation of global talents acquisition specialist of HUAWEI.
2021-06: An invention patent is authorized by China.
2021-05: I am invited as an online reporter at the City University of Hong Kong (CityU), China.
2021-05: A journal paper becomes top five papers on the homepage of the Neural Networks.
2021-05: Wending joins my group.
2021-05: Xuanyu joins my group.
2021-05:Jiaxin joins my group.
2021-05:Menghua joins my group.
2021-05: Attention-guided CNN for image denoising (ADNet) becomes a highly cited paper.
2021-05: Codes of two papers (DudeNet and ACNet) will be released.
2021-05:I am reported by the extrememart.
2021-05:I am invited as a reporter at Center South University, China.
2021-04: I am invited as a speaker by the HITSZ.
2021-04: I am invited as a speaker to conduct a report by extrememart.
2021-04: A jounal paper is rated as the most cited paper and pushed on the home page of the Neural Networks, which is one of 25 papers on home page of the NN.
2021-04: A paper is reported by 52CV , Cver, AI technique, HappyAIWalker and extrememart.
2021-04: Zhibo joins my group.
2021-03: One journal paper is rated as the best paper for all the papers in 2018 and 2019 in the CAAI Transactions on Intelligence Technology.
2021-03: One journal paper is accepted to IEEE Transactions on Neural Networks and Learning Systems.
2021-03: One journal paper is accepted to Knowledge-Based Systems.
2021-03:I am invited as an action editor by the Journal of Electrical and Electronic Engineering.
2021-03: Jingyu and Jiagang join my group.
2021-02: One journal paper is accepted to IEEE Transactions on Systmes, Man, and Cybernetics: Systems (IEEE TSMC). (Acceptance rate of 10%)
2021-02: I am invited as a program committee member of IEEE DASC 2021.
2021-01: One journal paper is accepted to information sciences.
2021-01: One conference paper is accepted to ICASSP.
2021-01: Tianchen joins my group.
2021-01: I am invited by Prof. Bob Fisher, IAPR FELLOW as a member and contributor to join the international famous platform of 'Cvonline: Image Databases' on image and video datasets for computer vision.
2021-01: I am reported by Harbin Institute of Technology, Shenzhen. The news is from
https://mp.weixin.qq.com/s/edP7cWFfPYHAfxC6Y9f99Q.
2020-12: 2021 Prize graduate student of Harbin Institute of Technology.
2020-12: 'Coarse-to-fine CNN for image super-resolution' is ranked 11 top 312 (11/312) in high cite on the early access of IEEE TMM.
2020-11: Outstanding student of Harbin Institute of Technology.
2020-11:'Lightweight Image Super-Resolution with Enhanced CNN' is reported by 52CV.
2020-10: Deep Learning on Image Denoising: An overview is pushed on home page of the Neural Networks, which is one of 25 papers on home page of the NN.
( Rank:11/25, 25 is the number of papers on home page of the NN)
2020-09: Image denoising using deep CNN with batch renormalization becomes a highly cited paper.
2020-07: One conference paper is accepted to IJCB.
2020-07: One journal paper paper is accepted to Neural Networks. ( Top Journal in Neural Network)
2020-07: 'BRDNet', 'ADNet' and 'ECNDNet' have been rated as the contributing codes by the GitHub in 2020.
(GitHub is the largest code platform in the world)
2020-07:'Lightweight Image Super-Resolution with Enhanced CNN' is reported by Cver.
2020-07: 'Coarse-to-fine CNN for image super-resolution' is reported by 52CV.
2020-07: 'Designing and training of a dual CNN for image denoising ' is reported by Cver.
2020-07: One paper is published to pre-published to arXiv.
2020-07: One journal paper is accepted to Knowledge-Based Systems. ( Known Journal in AI)
2020-06: One conference paper is accepted to ICPR. ( Known Conference in Pattern Recognition )
2020-05: One journal paper is accepted to IEEE Transactions on Multimedia (IEEE T-MM). (Top Journal in Multimedia )
2020-04: 'Attention-guided CNN for Image Denoising' is pushed on home page of the Neural Networks, which is one of 25 papers on home page of the NN.
(Rank:18/25, 25 is the number of papers on home page of the NN)
2020-03: BRDNet technique is collected by the iHub. (iHub is the largest AI platform in China)
2020-03: ECNDNet technique is collected by the Profillic. (Profillic is the the largest collection of machine learning models, papers in the world)
2020-02: 'Image Denoising Using Deep CNN with Batch Renormalization' is pushed on home page of the Neural Networks. (Rank:6/25, 25 is the number of papers on home page of the NN)
2020-02: Image Denoising Using Deep CNN with Batch Renormalization is reported by 52CV and extrememart. (Known Wechat Account in China)
2020-02: Attention-guided CNN for image denoising is reported by the 52CV and Cver.
2020-01: Deep Learning on Image Denoising: An overview is reported by several wechat pubic accounts, such as AI Frontier lecture,Cver and extrememart. (Known Wechat Account in China)
2019-10: Doctoral National Scholarship
2019-10: One journal paper is accepted to Neural Networks. ( Top Journal in Neural Network)
2019-08: One journal paper is accepted to Pattern Recognition Letters.
2019-08: One journal paper is accepted to Neural Networks. ( Top Journal in Neural Network)
2019-05:2019 Merit Student of Heilongjiang Province.
2019-04:2019 Outstanding student of Harbin Institute of Technology.
Yong Xu, Professor, Harbin Insitute of Technology, China
Wangmeng Zuo, Professor, Harbin Insitute of Technology, China
Chia-Wen Lin, Professor, IEEE Fellow, National Tsing Hua University, Taiwan
David Zhang, Professor, IEEE Life Fellow/IAPR Fellow/ Fellow of Royal Society of Canada (FRSC) , The Chinese University of Hong Kong, Shenzhen , China
Jian Yang, Professor, IAPR Fellow, Nanjing University of Science and Technology, China
Hong Liu, Professor, CAAI Fellow, Peking University, China
Shichao Zhang, Professor, Central South University, China
Bo Du, Professor, Wuhan University, China
Bob Zhang, Associate Professor, University of Macau, China
Chen Chen, Assistant Professor, University of North Carolina at Charlotte, USA
Yixuan Yuan, Assistant Professor, City University of Hong Kong, China
Wenqi Ren, Associate Professor, Chinese Academy of Sciences, China
Dongwei Ren, Associate Professor, Harbin Institute of Technology, China
Kai Zhang, Post-Doctor, ETH Zürich,Switzerland
Keke Huang, Associate Professor, Central South University, China
Gongning Luo, Assistant Professor, Harbin Institute of Technology, China
Zhiyuan Zha, Post-Doctor, Nanyang Technological University,Singapore
Kan Huang, Post-Doctor, Peking University and Assistant Professor, Shanghai Maritime University, China
Zheng Zhu, Post-Doctor, Tsing Hua University, China
Jingjia Huang, PhD, Peking University, China
Ming Zong, PhD, Massey University, New Zealand
Xu Liang, PhD Candidate, Harbin Institute of Technology, China
Chaoqun Duan, PhD Candidate, Harbin Institute of Technology, China
Pengju Liu, PhD Candidate, Harbin Institute of Technology, China
Shuo Yang, PhD Candiate, University of Technology Sydney, Australia
CCF Member/IEEE Member/ CAAI Member/SAAI Member
Associate editor for the Journal of Electrical and Elctronic Engineering
The 19th IEEE International Conference on Dependable, Autonomic and Secure Computing (IEEE DASC 2021) Program committee member
The 18th IEEE International Conference on Dependable, Autonomic and Secure Computing (IEEE DASC 2020) PC
IJCAI 2019 PC Assistant
IEEE Transactions on Image Processing (IEEE TIP)(SCI)
European Conference on Computer Vision (ECCV)(EI)
IEEE Transactions on Industrial Informatics (IEEE TII)(SCI)
IEEE Transactions on Systems, Man and Cybernetics: Systems (IEEE TSMC)(SCI)
IEEE Transactions on Multimedia (IEEE TMM) (SCI)
Neural Networks(SCI)
Computer Vision and Image Understanding(SCI)
Pattern Recognition Letters (SCI)
The Visual Computer (SCI)
Nerocomputing (SCI)
IEEE Signal Processing Letters (SCI)
Artificial Intelligence In Medicine (SCI)
Biomedical Signal Processing and Control (SCI)
Journal of Visual Communication and Image Representation (SCI)
Journal of Central South University (SCI)
IEEE Access (SCI)
Journal of Modern Optics (SCI)
Multimedia Systems(SCI)
Mathematical Biosciences and Engineering (SCI)
CAAI Transactions on Intelligence Technology (EI)
International Journal of Biometrics
International Journal of Image and Graphics
SN Applied Sciences
Progress in Artificial Intelligence
Scientific Reports
ISCAS 2021: International Symposium on Circuits and Systems (EI)
The 4th International Conference on Computer Science and Application Engineering (CSAE 2020) (EI)
18th IEEE International Conference on Dependable, Autonomic and Secure Computing (DASC 2020) (EI)
ACAIT 2019 (EI)
2019 International Conference on Artificial Intelligence, Information Processing and Cloud Computing (AIIPC 2019) (EI)
ACAIT 2018 (EI)
3/2017~1/2021 PhD Harbin Institute of Technology, China.
2021 Prize graduate student of Harbin Institute of Technology
2020 Outstanding student of Harbin Institute of Technology
2019 Outstanding student of Harbin Institute of Technology
2019 PhD degree candidate National Scholarship
2019 Merit Student of Heilongjiang Province
2018 Outstanding student of Harbin Institute of Technology
2017 Outstanding Graduate paper for master
2017 Outstanding Graduates of master
2017 Prize for The Creative Academia for master
2016 Advanced Individual of Master
2016 Master degree candidate National Scholarship
2015 Merit Student of Heilongjiang Province
2015 Advanced Individual of Master
2015 Master degree candidate National Scholarship
2014-2017 The First Prize Scholarship of Master for forth
2014 Outstanding Graduate paper for undergraduate
2013 Merit Student of Heilongjiang Province
2012 National Scholarship
2011-2013 The First Prize Scholarship for six times
2010-2012 Editorial minister for English club and plan the ninth and tenth foreign language cultural art festival
2010.09-2011.01 The Third Prize Scholarship for once
2010-2013 Merit student for three times
Menghua Zheng, Northwestern Polytechnical University, China
Jiaxin Wang, Northwestern Polytechnical University, China
Xuan Yu Zhang, Northwestern Polytechnical University, China
Wending Chen, Northwestern Polytechnical University, China
Tianchen Xiong, Harbin Institute of Technology, Shenzhen, China
Zhibo Wang,Central South University, China
Yibing Tang, Undergraduate, Harbin Institute of Technology, Shenzhen, China
Chen Lu, Undergraduate, Harbin Institute of Technology, Shenzhen, China
Jia Fu, PhD, Harbin University of Science and Technology, China
Qi Tang, Master, Shenzhen Unversity , China
Jidong Wang, Master, Shenzhen Unversity , China
Xiaorui Li, Postgraduates,Harbin University of Science and Technology, China