Chunwei Tian

Biography (简介)

Chunwei Tian, Associate Professor and Ph.D. supervisor at Northwestern Polytechnical University since July 2021. Member of the National Engineering Laboratory for Integrated Big Data Applications in Space, Air, Land, and Sea. Recognized as a top 2% global scientist from 2022 to 2024. His research interests include video/image restoration and recognition, as well as image generation. I have published over 80 papers in international journals and conferences, including IEEE Transactions, Pattern Recognition, Neural Networks, Information Fusion, and ICASSP. I have authored one monograph and one textbook. Among my publications, six are ESI Highly Cited Papers (three of which are Hot Papers), and four are cover papers in top-tier journals.I have received the Pattern Recognition Best Paper Award, a prestigious award in the field of pattern recognition, and the Second Prize of the Natural Science Award from the China Society of Image and Graphics (ranked first). I also serve as an editorial board member or guest editor for several SCI journals, including CAAI Transaction on Intelligence Technology, IEEE TFS, and IEEE TCE.

Work Experience (工作经历)

Associate Professor and PHD supervisor, Northwestern Polytechnical University

Member, National Engineering Laboratory for Integrated Big Data Application Technologies in Air, Space, Earth, and Sea

Research Interests (研究兴趣)

Image/Video Restoration and Recognition, Video/Image Generation, Industrial Vision Defect Detection, Intelligent Transportation, Multimodal and Large Models.

Email Address: chunweitian@163.com or chunweitian@nwpu.edu.cn Google Scholar/ GitHub/ ResearchGate / 中文主页
English homepage: https://hellloxiaotian.github.io
Personal Code Homepage:https://github.com/hellloxiaotian

Main Contributions for Computer Vision (主要贡献)

‘BRDNet’ extented the network width by dual networks to address image denoising. Also, it can 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) 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 summaried deep learning techniques for image denoising.
A long suvey 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)

Academic Achievements (学术成果)

Highly Cited Papers（高被引论文）

C. Tian, Y. Xu, W. Zuo, B. Zhang, L. Fei, C. Lin. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia,23,1489-1502,2021. （Top international journal in multimedia field/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:8.182）(ESI highly cited papers)
C. Tian, Y. Xu, W. Zuo. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks,121:461-473,2020.(Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （ESI highly cited papers）
C. Tian, Y. Xu, Z. Li, W. Zuo, L. Fei, H. Liu. Attention-guided CNN for Image Denoising[J]. Neural Networks,124,117-129,2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （ESI highly cited papers）
C. Tian, L. Fei, W. Zheng, Y. Xu, W. Zuo, C. Lin. Deep Learning on Image Denoising: An overview[J]. Neural Networks,131,251-275 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （ESI highly cited papers）
C. Tian, M. Zheng , W. Zuo, B. Zhang , Y. Zhang, D. Zhang. Multi-stage image denoising with the wavelet transform[J]. Pattern Recognition. 134:109050, 2023. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:8.518) (Proceedings of the International Association for Pattern Recognition/Top Journal of Computer Science Recognized by the Chinese Academy of Sciences)
Q. Zhang, J. Xiao, C. Tian*, J. Lin, S. Zhang. A robust deformed CNN for image denoising [J]. CAAI Transactions on Intelligence Technology, 2022. (Journal of the Chinese Society of Artificial Intelligence/First district of JRC/SCI-IF:7.985) (2022 Q2 “Wiley China Open Science High Contribution Author”) (ESI Highly Cited Paper)

Cover paper, Annual excellent paper and Municipal Excellent paper on Natural science and technology（封面论文、年度优秀论文和市自然科技优秀论文）

C. Tian, Y. Xu, W. Zuo, B. Zhang, L. Fei, C. Lin. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia, 23, 1489-1502, 2021. （Top international journal in multimedia field/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:8.182）(Cover paper/ Excellent scientific and technological academic papers of a city)
C. Tian C, Y. Xu, W. Zuo. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks, 121:461-473, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （Cover paper）
C. Tian, Y. Xu, Z. Li, W. Zuo, L. Fei, H. Liu. Attention-guided CNN for Image Denoising[J]. Neural Networks, 124,117-129, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （Cover paper）
C. Tian, L. Fei, W. Zheng, Y. Xu, W. Zuo C. Lin. Deep Learning on Image Denoising: An overview[J]. Neural Networks,131,251-275 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （Cover paper）
C. Tian, Y. Xu, et al. Enhanced CNN for image denoising [J],CAAI Transaction on Intelligence Technology, 4(1), 17– 23, 2019. (Journal of Chinese Society for Artificial Intelligence/First district of JRC /SCI-IF:7.985) （Excellent paper of the Year in 2020）
C. Tian, Y. Xu, et al. Enhanced CNN for image denoising [J],CAAI Transaction on Intelligence Technology, 4(1), 17– 23, 2019. (Journal of Chinese Society for Artificial Intelligence/First district of JRC/SCI-IF:7.985) （Top 10 cited papers of journals in 2021）
C. Tian, Y. Xu, W. Zuo, C. Lin, D. Zhang. Asymmetric CNN for image super-resolution [J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2022. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:11.471) （Top international journal of automation and control systems and computer control）(Excellent Natural Science Paper of a City/Excellent Science and technology academic paper of a City in 2022)
Q. Zhang, J. Xiao, C. Tian, J. Lin, S. Zhang. A robust deformed CNN for image denoising [J]. CAAI Transactions on Intelligence Technology, 2022. （Journal of Chinese Society for Artificial Intelligence/First district of JRC/SCI-IF:7.985）（Second quarter 2022 “Wiley High Contribution Author of Open Science in China”）

Published over 70 academic papers, with some of the papers listed as follows:

Tian C, Zhang X, Zhang Q, et al. Image super‐resolution via dynamic network[J]. CAAI Transactions on Intelligence Technology, 2024, 9(4): 837-849.(Accepted by a top international journal in the field of Artificial Intelligence and Intelligent Systems / Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.4)
C.Tian, M.Zheng, C.Lin, Z.Li, D.Zhang. Heterogeneous window transformer for image denoising[J].IEEE Transactions on Systems, Man, and Cybernetics:Systems. 2024.(Accepted by a top international journal in the field of computer control / Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.6)
C.Tian, M.Zheng, T.Jiao, W.Zuo, Y.Zhang, C.Lin.A Self-supervised CNN for image watermark removal[J].IEEE Transactions on Circuits and Systems for Video Technology, 2024.(Accepted by a top international journal in the field of video / Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.4)
C.Tian,J.Xiao, B. Zhang, W. Zuo, Y. Zhang, C. Lin. A self-supervised network for image denoising and watermark removal[J]. Neural Networks, 2024.(Accepted by a top international journal in the field of neuroscience / Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 7.8)
C. Tian, M. Zheng, B. Li, Y. Zhang, S. Zhang, D. Zhang. Perceptive self-supervised learning network for noisy image watermark removal [J]. IEEE Transactions on Circuits and Systems for Video Technology, 2024.(Top international journal in the field of video / Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.4)
K. Huang, N. Li, J. Huang, C. Tian*. Exploiting Memory-based Cross-Image Contexts for Salient Object Detection in Optical Remote Sensing Images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024.(Top international journal in the field of remote sensing / Chinese Academy of Sciences Tier 1 / SCI Impact Factor: 8.8)
C. Tian, X. Zhang, X. Liang, B. Li, Y. Sun, S. Zhang. Knowledge distillation with fast CNN for license plate detection [J]. IEEE Transactions on Intellgent Vehicles. 2023. (Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.2) (Renowned international journal in the field of transportation)
C.Tian, M. Zheng, W. Zuo, S. Zhang, Y. Zhang, C. Lin. A cross Transformer for image denoising[J]. Information Fusion. 2024.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 18.6) (Top international journal in the field of computer science and artificial intelligence)
C. Tian, M. Zheng , W. Zuo, B. Zhang , Y. Zhang, D. Zhang. Multi-stage image denoising with the wavelet transform[J]. Pattern Recognition. 134:109050, 2023.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.518) (Official journal of the International Association for Pattern Recognition / Top journal in computer science as recognized by the Chinese Academy of Sciences)
C. Tian, Y. Zhang, W. Zuo, C. Lin, D. Zhang, Y. Yuan. A heterogenous group CNN for image super-resolution [J]. IEEE Transactions on Neural Networks and Learning Systems. 2022.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 14.255) (Top international journal in the field of artificial intelligence) (Accepted) (Featured and reported by JiShi platform and AIWalker / Selected for the International Super-Resolution Benchmark List)
C. Tian, Y. Yuan, S. Zhang, C. Lin, W. Zuo, D. Zhang. Image Super-resolution with An Enhanced Group Convolutional Neural Network[J]. Neural Networks, 153：373-385.2022. (Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 9.657) (Official journal of the International Neural Network Society / Included in the Open Source Security Community (OSCS) and verified as secure and reliable code / Selected for the International Super-Resolution Benchmark List)
C. Tian, X. Zhang, J. Lin, W. Zuo, Y. Zhang. Generative adversarial networks for image super-resolution: a survey [J] . Generative adversarial networks for image super-resolution: a survey. arXiv:2204.13620. 2022
C. Tian, X. Zhang, Q. Zhang, M. Yang, Z. Ju. Image Super-resolution via dynamic network [J]. CAAI Transactions on Intelligence Technology, 2023.(Chinese Academy of Sciences Tier 2 / Official journal of the Chinese Association for Artificial Intelligence / SCI Impact Factor: 7.985 / Accepted)
K. Huang, C. Tian*, C. Lin. Progressive Context-aware Dynamic Network for Salient Object Detection in Optical Remote Sensing Images [J]. IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS). 2023. (SCI Impact Factor: 8.125 / Chinese Academy of Sciences Tier 1 / Top international journal in the field of remote sensing / Accepted)
K. Huang#. C. Tian#, G. Li. Bidirectional Mutual Guidance Transformer for Salient Object Detection in Optical Remote Sensing Images [J]. International Journal of Remote Sensing Remote Sensing Letters. 2023. (SCI Impact Factor: 3.531 / Chinese Academy of Sciences Tier 2 / Accepted)
Q. Zhang, J. Xiao, C. Tian*, J. Xu, S. Zhang, C. Lin. A parallel and serial denoising network [J]. Expert Systems with Applications. 2023. (Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.665 / Top journal in computer science as recognized by the Chinese Academy of Sciences)
K. Huang, C. Tian*, Z. Xu, N. Li, J. Lin. Motion Context Guided Edge-preserving Network for Video Salient Object Detection [J]. Expert Systems with Applications. 2023. (Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.665 / Top journal in computer science as recognized by the Chinese Academy of Sciences)
K. Huang, C. Tian*, J. Su, J. Lin. Transformer-based cross reference network for video salient object detection [J]. Pattern Recognition Letters. 2022 (Chinese Academy of Sciences Tier 3 / JCR Tier 1 / SCI Impact Factor: 4.757) (Official journal of the International Association for Pattern Recognition)
Q. Zhang, J. Xiao, C. Tian*, J. Lin, S. Zhang. A robust deformed CNN for image denoising [J]. CAAI Transactions on Intelligence Technology, 2022. (Chinese Academy of Sciences Tier 2 / Official journal of the Chinese Association for Artificial Intelligence / SCI Impact Factor: 7.985)
T. Wang, Y. Liu, Q. Yin, J. Geng, J. Chen, X. Yin, Y. Wang, X. Shang, C. Tian*, Y. Wang, J. Peng. Enhancing discoveries of molecular QTL studies with small sample size using summary statistic imputation [J]. Briefing in Bioinformatics, 2021.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 11.622)
C. Tian, Y. Xu, W. Zuo, C. Lin, D. Zhang. Asymmetric CNN for image super-resolution [J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 11.471) (Top international journal in the field of automation and control systems, computer control / **City Outstanding Scientific Paper / **City Outstanding Scientific Paper / Selected for the International Super-Resolution Benchmark List)
C. Tian, Y. Xu, W. Zuo, B. Zhang, L. Fei, C. Lin. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia, 23, 1489-1502, 2021. (Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.182) (Top international journal in the field of multimedia / ESI Highly Cited Paper / Cover Paper / *City Outstanding Scientific Paper / Invited by IEEE Signal Processing Society to produce an SPS Webinar or SPS Blog / Included in the Open Source Security Community (OSCS) and verified as secure and reliable code / Selected for the International Super-Resolution Benchmark List)
C Tian, Y. Xu, W. Zuo. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks, 121:461-47, 2020. (Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 9.657) (Official journal of the International Neural Network Society / ESI Highly Cited Paper / Cover Paper / Contributed code on GitHub in 2020 / Integrated with iHub)
C Tian, Y. Xu, Z. Li, W. Zuo, L. Fei, H. Liu. Attention-guided CNN for Image Denoising [J], Neural Networks,124:117-129, 2020.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 9.657) (Official journal of the International Neural Network Society / ESI Highly Cited Paper / Cover Paper / Contributed code on GitHub in 2020 / Commercial use by a U.S. medical imaging company)
C. Tian, L. Fei, W. Zheng, Y. Xu, W. Zuo C. Lin. Deep Learning on Image Denoising: An overview[J]. Neural Networks,131,251-275 2020. (Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 9.657) (Official journal of the International Neural Network Society / ESI Hot Paper / ESI Highly Cited Paper / Contributed code on GitHub in 2020 / Cover Paper)
C. Tian, G. Zhu, Z. Wu, Y. Xu, W. Zuo, C. Chen, C. Lin. Lightweight Image Super-Resolution with Enhanced CNN[J].Knowledge-based systems, 2020:106235.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.139) (Renowned international journal in the field of artificial intelligence / Converted by Japanese engineers into CoreML code suitable for Apple’s iOS mobile platform / Selected for the International Super-Resolution Benchmark List)
C Tian, Y. Xu, W. Zuo, B. Du, C. Lin, D. Zhang. Designing and Training of A Dual CNN for Image Denoising[J].Knowledge-based systems, 2021: 226, 106949.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.139) (Renowned international journal in the field of artificial intelligence)
C Tian, Y. Xu, et al. Enhanced CNN for image denoising [J],CAAI Transaction on Intelligence Technology, 4(1), 17– 23, 2019. (Chinese Academy of Sciences Tier 2 / Official journal of the Chinese Association for Artificial Intelligence / SCI Impact Factor: 7.985) (2022 Journal Outstanding Paper / 2021 Top 10 Most Cited Papers in the Journal / Integrated with Profillic)
Y. Hu, H. Wang, C. Jin, B. Li, C. Tian*. A diffusion model with a FFT for image inpainting [J]. Journal of Cyber-Physical-Social Intelligence. 2023

Some collaborative papers

Hu Y, Tian C, Zhang J, et al. Efficient image denoising with heterogeneous kernel-based CNN[J]. Neurocomputing, 2024, 592: 127799.(Accepted by a top international journal in the field of neural networks / Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 5.4)
K. Yang, Q. Li, C. Tian, H. Zhang, A. Shi, J. Li. Defort: Deformable Transformer for Visual Tracking [J]. Neural Networks. 2024.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 9.657) (Official journal of the International Neural Network Society / Top international journal in the field of neural networks)
Z.Hao, G. Wang, C. Tian, B.Zhang. A distributed computation model based on federated learning integrates heterogenous models and consortium blockchain for sovling time-varying problems. International Workshop on Trustworthy Federated Learning in Conjunction with IJCAI 2023.(CCF A / Accepted)
T. Wang, Y. Liu, Q. Yin, J. Geng, J. Chen, X. Yin, Y. Wang, X. Shang, C. Tian, Y. Wang.. Correction to: Enhancing discoveries of molecular QTL studies with small sample size using summary statistic imputation[J]. Briefings in Bioinformatics, 2022, 23(3): bbac139.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 11.622)
L. Fei, B. Zhang, C. Tian, S. Teng, J. Wen, D. Zhang. Jointly Learning Multi-instance Hand-based Biometric Descriptor[J]. Information Sciences, 562:1-12, 2021.(Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 8.233)
J. Qin, L. Fei, J. Zhu, J. Wen, C. Tian, S. Wu. Scalable Discriminative Discrete Hashing For Large-scale Cross-model Retrieval [J]. 2021 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2021，4330-4334, 2021. (EI/CCF B)
L. Fei, Z. Zhang, Y. Xu, R. Imad, C. Tian, D. Zhang. Jointly Heterogeneous Palmprint Discriminant Feature Learning[J]. IEEE Transactions on Neural Networks and Learning Systems, 2021. (Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 4.255)
Y. Xu, Z. Li, C. Tian, J. Yang. Multiple vector representations of images and robust dictionary learning [J], Pattern Recognition Letters, 128:131-136, 2019. (Chinese Academy of Sciences Tier 3 / JCR Tier 1 / SCI Impact Factor: 4.757)
L. Fei, B. Zhang, S. Teng, Z. Gan, C. Tian, W Zhang. Learning Discriminative Finger-knuckle-print Descriptor [C], ICASSP, 2137-2141, 2019. (EI/CCF B)
J. Wen, X. Fang, Y. Xu, C. Tian, L. Fei. Low-rank representation with adaptive graph regularization [J]. Neural Networks,2018, 108: 83-96. (Chinese Academy of Sciences Tier 1 / JCR Tier 1 / SCI Impact Factor: 9.657) (Official journal of the International Neural Network Society)

GitHub 2020 with contributed paper code（GitHub 2020年具有贡献论文代码）

C. Tian C, Y. Xu, W. Zuo. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks, 121:461-473, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （Paper code rated as the largest international open source code platform GitHub 2020 has contributed code）
C. Tian, Y. Xu, Z. Li, W. Zuo, L. Fei, H. Liu. Attention-guided CNN for Image Denoising[J]. Neural Networks, 124,117-129, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (Paper code rated as the largest international open source code platform GitHub 2020 has contributed code)
C. Tian, L. Fei, W. Zheng, Y. Xu, W. Zuo C. Lin. Deep Learning on Image Denoising: An overview[J]. Neural Networks,131,251-275 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (Paper code rated as the largest international open source code platform GitHub 2020 has contributed code)

Paper landing technique（论文落地技术）

C. Tian C, Y. Xu, W. Zuo. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks, 121:461-473, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （The paper technology is invited to integrate and run on iHub, a high-quality artificial intelligence platform in China affiliated to National Laboratory (Pengcheng Laboratory)）
C Tian, Y. Xu, et al. Enhanced CNN for image denoising [J],CAAI Transaction on Intelligence Technology, 4(1), 17– 23, 2019. (Journal of Chinese Society for Artificial Intelligence /SCI-IF:7.985) （Paper technology is invited to integrate and run on Profillic, an internationally renowned machine learning platform）
C. Tian, Y. Yuan, S. Zhang, C. Lin, W. Zuo, D. Zhang. Image Super-resolution with An Enhanced Group Convolutional Neural Network[J]. Neural Networks, 2022. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (Proceedings of the International Society for Neural Networks) （Open source security community OSCS included）
C. Tian, G. Zhu, Z. Wu, Y. Xu, W. Zuo, C. Chen, C. Lin. Lightweight Image Super-Resolution with Enhanced CNN[J].Knowledge-based systems, 2020:106235. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:8.139 ) （Journal of Chinese Society for Artificial Intelligence）（CoreML code for Apple -ios system adapted for mobile terminals by Japanese engineers）
C. Tian, Y. Xu, Z. Li, W. Zuo, L. Fei, H. Liu. Attention-guided CNN for Image Denoising[J]. Neural Networks, 124,117-129, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (The paper technology was purchased commercially by an American medical imaging company)
C. Tian, Y. Xu, W. Zuo, B. Zhang, L. Fei, C. Lin. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia, 23, 1489-1502, 2021. (Top Journal in International Multimedia Field/District I of Chinese Academy of Sciences/District I of JCR /SCI-IF:8.182)（The open source security community OSCS collects and tests code as secure and reliable）

Invited by MSU’s Graphics& Media Lab to participate in the production of international Super-resolution benchmark（受MSU’s Graphics& Media Lab邀请参加国际Super-resolution benchmark的制作）

C. Tian, Y. Yuan, S. Zhang, C. Lin, W. Zuo, D. Zhang. Image Super-resolution with An Enhanced Group Convolutional Neural Network[J]. Neural Networks, 2022. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (Proceedings of the International Society for Neural Networks) （The production of international Super-Resolution Benchmark)
C. Tian, Y. Zhang, W. Zuo, C. Lin, D. Zhang, Y. Yuan. A heterogenous group CNN for image super-resolution [J]. IEEE Transactions on Neural Networks and Learning Systems. 2022.　(First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:14.255) （The production of international Super-Resolution Benchmark)
C. Tian, Y. Xu, W. Zuo, B. Zhang, L. Fei, C. Lin. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia, 23, 1489-1502, 2021. （The production of international Super-Resolution Benchmark)
C. Tian, Y. Xu, W. Zuo, C. Lin, D. Zhang. Asymmetric CNN for image super-resolution [J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021. （The production of international Super-Resolution Benchmark)
C. Tian, G. Zhu, Z. Wu, Y. Xu, W. Zuo, C. Chen, C. Lin. Lightweight Image Super-Resolution with Enhanced CNN[J].Knowledge-based systems, 2020:106235. （The production of international Super-Resolution Benchmark)

Recruitment (招生)

1. Basic Admission Requirements

Have a strong sense of national and social responsibility.
Be honest and trustworthy.
Be punctual and value time.
Have a clear and firm goal.
Have perseverance and determination.
Be serious, hardworking, and eager to learn.
Have a strong interest in scientific research and a spirit of exploration. Priority will be given to like-minded individuals with common research goals, and those interested in pursuing a PhD.
Students who are only seeking a degree or those joining the group just to try it out should not contact me.
It is recommended to exercise at least twice a week, with each session lasting no less than 40 minutes.
Stand tall and firm, change the world; be rigorous and pragmatic, forge ahead. If you have the vision, drive, and ambition to change the world and contribute to the advancement of society and technology, please contact me!
Our research group is quite busy, but those who are dedicated to scientific research usually achieve good results. Please ensure you carefully read the basic admission requirements and application guidelines before contacting me to avoid unnecessary inefficiencies!

Research Group Collaborating Faculty Members
- Shuai Wu, Xidian University of Electronic Science and Technology
- Di Yuan, Xidian University of Electronic Science and Technology
- Pengju Liu, Harbin Institute of Technology
- Yuzhu Ji, Guangdong University of Technology
- Weiqi Zhang, Xi’an University of Architecture and Technology
- Lingjun Li, Zhengzhou University of Light Industry
- Jing Fang, Northwestern Polytechnical University (NPU)
- Kan Huang, Shanghai Maritime University
- Fei Huang, Shanghai University

2. Application Requirements

Students majoring in Computer Science, Software Engineering, or Cybersecurity will be given priority, especially those with recommendation for direct admission.
Undergraduate students who have performed well in the research group will be given preference. Undergraduates who perform well in our research group will be given priority. We are recruiting postdoctoral researchers year-round in the fields of Computer Vision (CV) and Natural Language Processing (NLP).(Annual Salary: ¥450,000)
For Master’s degree applicants, those who meet the university’s application or recommendation admission requirements and have a solid academic background are encouraged to apply. Preferably, applicants should have: First-author achievements in top competitions such as ACM National-level contests, MCM, CVPR/ECCV/ICCV/ACM MM/AAAI/IJCAI/WWW/ICME/ICCASP, Alibaba Tianchi Cup, etc. (Top 2 rankings in programming challenges), or First-author publications (or supervisor as first author and student as second author) in SCI journals from the Chinese Academy of Sciences (CAS) Area 3 or higher, or at least one paper published in a CCF-recommended A/B class English conference and two CCF C-class papers.
For PhD degree applicants,those who meet the university’s application/Direct PhD admission requirements and have a solid academic background are encouraged to apply. Applicants should have already published: At least two first-author papers (or supervisor as first author and student as second author) in CAS Area 2 or higher journals, or one paper in a CAS Area 1/CCF A/B English journal and A-class conferences.Students who have performed well in our research group during their undergraduate or Master’s studies are not restricted by these conditions.Before applying to the university, please choose one recent paper from TPAMI journal or CVPR top conference, and provide a summary of your reading, research interests, research background, and PhD research plan. Please send this along with your resume to my email. After the review, further steps will be arranged.For those applying for a PhD position in our research group, it is generally required to complete at least six months of offline internship. You can also refer to my official faculty homepage here. My emails are chunweitian@nwpu.edu.cn and chunweitian@163.com.

News (消息)

2024-11: Congratulations to the undergraduate students of the research team for winning the first prize at the provincial level in the competition, and best of luck as they aim for the national award!
2024-11: The undergraduate students of the research team have won the second prize in the provincial competition of the National Artificial Intelligence Application Scenarios Innovation Challenge and are now preparing for the national competition.
2024-11: Congratulations to the direct Ph.D. student (the top undergraduate student from Northwestern Polytechnical University) for receiving the National Scholarship!
2024-11: Welcome to the students from the Class of 2025 who have been accepted for direct graduate admission, and congratulations on joining the research team to pursue their master’s degree.
2024-10: Congratulations to master’s students Chen Muhan and Yang Junjian from the Class of 2023 for receiving the university’s First-Class Scholarship, ranking within the top 10% of their cohort.
2024-10: The research team has had a paper accepted by the top journal in the international remote sensing field, IEEE Transactions on Geoscience and Remote Sensing.
2024-10: The research team has had a paper accepted by the Journal of the Franklin Institute.
2024-09: The top undergraduate student from Northwestern Polytechnical University (NPU) with the highest rank has joined the research team for direct Ph.D. admission.
2024-09: Granted an invention patent.
2024-09: Accepted a paper in IEEE Transactions on Instrumentation & Measurement.
2024-08: Four papers authored by undergraduate students from our research group have been accepted as Oral presentations.
2024-08: The students in our research group won a national award in one of the three major competitions.
2024-08: Our research group has had a paper accepted by Drones, a journal classified as a Q2 journal by the Chinese Academy of Sciences.
2024-08: Our research group has been granted an invention patent.
2024-08: The students in our research group won a provincial bronze award in one of the three major competitions.
2024-07: Our research group has had a paper accepted by the top-tier journal in the field of computer control, IEEE Transactions on Systems, Man, and Cybernetics: Systems.
2024-07: Congratulations to our team member, Tong Tong, for being reported on the WeChat public platform regarding his research work.
2024-07: A project team member has been accepted by an international journal, IEEE Transactions on Systems, Man, and Cybernetics: Systems (SCI-IF: 8.6)
2024-06: Congratulations to the project team member, Xin Weiqiang, for winning the Excellent Undergraduate Thesis Award at Northwestern Polytechnical University. Wishing the team member success in their future studies and life.
2024-06: A project team member has been accepted by an SCI journal.
2024-06: A project team member has won the Excellent Thesis Award of Natural Science.
2024-06: One invention patent has been granted.
2024-06: Congratulations to the project team member, Tong Tong, for winning the Outstanding Undergraduate Thesis Award at Northwestern Polytechnical University (third place). The team has consecutively won this award for three years from 2022 to 2024. Wishing Tong Tong and the project team great success in their future research endeavors!
2024-06: A project team member has published a first-author paper in a Q1 JCR journal, congratulations to Tong Tong.
2024-06: Online Presentation on Image Super-Resolution Based on Dynamic Networks.
2024-06: The research group has been granted an invention patent.
2024-05: The CSIG Imaging Detection and Perception Committee held the fourteenth “AI Young Scholars Forum” academic event - Report: Research on Image Denoising Methods Based on Saliency Structure Information.
2024-05: The research group has had two SCI papers accepted (Neurocomputing, WWW).
2024-05: The research group has had a paper accepted by the top international journal “Neural Networks” (SCI-IF: 9.657).
2024-04: Cheng Tongtong, an undergraduate student from the class of 2021 in the research group, won an award in the Mathematical Contest in Modeling (MCM).
2024-04: Song Mingjian, an undergraduate student from the class of 2022 in the research group, has had an SCI paper accepted.
2024-03: A new paper is selected as ESI hot paper.
2024-03: Congratulations to Zheng Menghua and Zhang Xuanyu, the first batch of master’s students who have completed their supervision, for receiving outstanding graduates from Northwestern Polytechnical University.
2024-03: The research team accepted an article from IEEE TGRS (SCI-IF: 8.8), a top journal in the field of international remote sensing.
2024-03: The research team accepted an article from the top international video journal “IEEE Transactions on Circuits and Systems for Video Technology” (SCI-IF:8.4).
2024-02: The research team accepted an article from the top international journal in the field of neural networks “Neural Networks” (SCI-IF: 7.8).
2024-01: A Grade 21 master’s student won the second prize in the graph convolution reasoning optimization competition (Central-Southern Division).
2023-12: The research group accepted a Video top journal “IEEE Transactions on Circuits and Systems for Video Technology” (SCI-IF:8.4).
2023-11: The research group accepted a paper in the CCF B Chinese journal Computer Engineering.
2023-11: Canwen Li, a 20-level undergraduate student in our group, won the S Award of the American Collegiate Mathematical Contest in Modeling.
2023-11: One paper in CCF Class C journal “Multimedia Tools and Applications” (SCI-IF: 3.1) was accepted.
2023-11: One paper becomes an ESI Highly Cited Paper.
2023-11: One paper became an ESI hot paper.
2023-10: One paper was accepted by IEEE Transactions on Intelligent Vehicles (IEEE TIV, SCI-IF: 8.2), a well-known international journal in the field of transportation.
2023-10: Selected as one of the world’s top 2% top scientists in 2023;
2023-10: My 2021 master’s student, Zheng Menghua, won the National Scholarship for Master’s Students with the first place.
2023-10: One Information Fusion (SCI-IF: 18.6) paper published;
2023-09: Outstanding Teacher of School of Software, Northwestern Polytechnical University;
2023-09: Accepted a journal of the Chinese Society of Artificial Intelligence/the top journal in the field of Chinese artificial intelligence, “CAAI Transactions on Intelligence Technology” (SCI paper in the second region of the Chinese Academy of Sciences);
2023-08: Congratulations to Xuan Yu for accepting a SCI paper;
2023-08: Congratulations to Jiawen Zeng, a 20-level master, for working at Guangzhou Business School;
2023-07: A robust deformable convolutional neural network image denoising method developed by Xiao Jingyu of the research group was reported by the official - account of “Journal of Intelligence”, link, Congratulations to Xiao Jingyu;
2023-07: Obtained the Excellent Undergraduate Thesis Advisor of Northwestern Polytechnical University
2023-07: Congratulations to Wang Pengwei, who supervised the undergraduate, for winning the excellent undergraduate graduation thesis of Northwestern Polytechnical University
2023-06: Congratulations to the 6 undergraduates who have successfully graduated from the 23rd session, including 2 graduate students (recommended to 985 - universities), 3 overseas prestigious universities (National University of Singapore, University of Melbourne, University of Bristol, UK), and 1 international student (planning Go to Canada or Australia to work), I wish you a bright future, and welcome you to visit your alma mater often
2023-06: A paper was accepted by IEEE Transactions on Geoscience and Remote Sensing(First district of Chinese Academy of Sciences/SCI-IF:8.125)
2023-06: A paper was accepted by International Journal of Remote Sensing Remote Sensing Letters(Second district of Chinese Academy of Sciences/SCI-IF:3.531)
2023-06: A paper accepted by FL-IJCAI’23
2023-06: Obtained the Outstanding Individual Member of Jiangsu Computer Society
2023-06: Support master and doctoral students to go to Wuxi to participate in the Valse exchange meeting and play for 4 days
2023-06: Some graduate students in the research group will be rewarded with mechanical keyboards and bluetooth headsets, and they will be accompanied by audio in their research life
2023-06: Reward each person participating in the innovation and entrepreneurship training program for college students with a mouse
2023-06: A paper was accepted by Journal of Cyber-Physical Social Intelligence
2023-06: A paper was accepted by Expert Systems with Applications(First district of Chinese Academy of Sciences/SCI-IF:8.665)
2023-05: Congratulations on the successful graduation of Master’s student Xiao Jingyu, and I also wish the group a smooth PhD program and a bright future!
2023-05: A paper was accepted by Expert Systems with Applications(First district of Chinese Academy of Sciences/SCI-IF:8.665)
2023-05: A paper selected as ESI Highly Cited Paper
2023-04: Advanced Worker of Science Popularization of Image and Graphics Society of China in 2022 (2023)
2023-04: Dr. Yuxuan of the research group authorized 1 invention patent
2023-04: Elected board member of Suzhou Artificial Intelligence Association
2023-04: Three papers were included in the International Super-resolution Bechmark List
2023-04: Encourage the freshmen to participate in the application of cute innovation project, reward each USB disk. The sky is high and the sea is wide.
2023-04: Zhui Feng Vision research group to carry out a small range of team building
2023-03: Two years after graduation, I received the final gift of my PhD. Thank you for 10 years of university, and thank you for Huawei Global talented young interview invitation.
2023-03: Serves as the Area Editor of the international SCI journal **
2023-03: Invited Publicity Chair for international conferences AMDS 2023 and AMMSA 2023
2023-03: Invited to become the international SCI journal “Electronics” AE
2023-03: Dr. Yuxuan, a student in the group, was invited to serve as PC member of the international conference “MLCCIM”
2023-02: Lunch Talk with students Xuan Yu and Meng Hua in the group
2023-02: Invited Hebei recruitment team to Hongwen Middle School to carry out the popular science lecture “Flying Dream and helping Sail”
2023-02: Invited to be the Area Chair of the international conference ACAIT 2023
2023-02: Invited to the international journal Mathmatical Bioscience and Engineering (SCI-IF:2.194/ Region III /JCR Region IV)
2023-02: Invited to be PC Chair and Workshop Chair for the international conference MLCCIM 2023
2023-02: Invited to become SS Co-Chair for ICCSI 2023
2023-02: Elected to the youth editorial board of a university journal
2023-02: Wiley 2021-2022 Highly Cited Paper (2023)
2023-02: Excellent doctoral dissertation of a provincial Artificial Intelligence Society in 2022
2023-02: Special Issue of the new Electronics(SCI-IF:2.690)
2023-01: CFSRCNN Work is invited by the IEEE Signal Processing Society to produce SPS Webinar or SPS Blog
2023-01: Invited to be on the CSI-2023 Program Committee
2023-01: A paper code is included in the open source software supply chain security community OCSC
2023-01: 1 paper was selected as ESI hot papers
2022-12: As the keynote speaker, I was awarded the outstanding activity of 2022 National Science Popularization Day by the China Association for Science and Technology
2022-12: Become a member of the special Committee of CAA-PRMI
2022-12: Become a member of the special Committee of CSIG-BVD
2022-12: Xuanyu Zhang, master student of 2021, won the Best Paper of ICCBDAI 2022
2022-12: Awarded Excellent Workshop Chair at ICCBDAI 2022
2022-12: Three English teaching reform papers were accepted by EI Conference
2022-12: Guide 4 master/PhD students to be invited to give English Oral at ICCBDAI 2022
2022-12: Two of my papers were awarded the second Excellent Scientific and Technological Academic Papers of Shenzhen
2022-11: Hongpeng CAI, postgraduate student of Grade 23 (Master’s offer/ TOEFL 107 from National University of Singapore/Jilin University/National University of Singapore) was invited to host ICCSI 2022 Workshop
2022-11: Get the Chinese *
2022-11: Invited to become the second Chinese Academy of Sciences /JCR first area SCI international journal AE
2022-11: A paper has been accepted by the international journal Electronics
2022-11: Named to Stanford University’s 2022 ranking of the world’s top 2% of leading scientists
2022-10: Invited to give an academic report on the Polar City platform
2022-10: Awarded the 2022 Wiley High Contribution Author of Open Science in China
2022-10: Invited to become Editor of an international SCI journal (AE)
2022-10: Selected as digital * expert in * city of * province
2022-10: A paper was tweeted and reported by AIWalker, a well-known computer vision public website in China.
2022-09: I am invited to be the PC Chair and Workshop Chair of the international conference “ICCBDAI 2022”.
2022-09: ADNet technique is purchased commercially by American Imaging Corporation**.
2022-09: One journal paper is accepted to IEEE TNNLS, the top international journal in artificial intelligence.
2022-09: One journal paper is accepted to Pattern Recognition(PR), the journal of the International Society for Pattern Recognition.
2022-09: I join editorial board member of CAAI Transactions on Intelligence Technology (Region I/SCI-IF: 7.985), the journal of the Chinese Society for Artificial Intelligence.
2022-09: 2022** High-level talents in the province.
2022-09: One granted invention patent.
2022-09: I became a reviewer for the National Natural Science Foundation of China.
2022-09: I am awarded the ‘**Talent in Science and Technology’ trophy on Teacher’s Day, 2022.
2022-08: I am invited to participate in the super-resolution benchmark production task held by MSU’s Graphics & Media Lab, an internationally renowned video quality evaluation lab.
2022-08: I became the first batch of experts in **city network security and information technology expert pool.
2022-08: Three papers were ranked among the eight highly cited papers selected by the international journal Neural Networks in three years.
2022-07: One granted invention patent.
2022-07: We host special issues of 6 international journals. Welcome to submit articles to our journal! The specific information of the SI is as follows.
- Mathematics (SI: Computational Methods and Application in Machine Learning) Deadline: 2022-03-30,SCI-IF: 2.952
- Electronics (SI: Advances in Image Enhancement) Deadline: 2022-08-01, SCI-IF: 2.690
- Drones (SI: Intelligent Recognition and Detection for Unmanned Systems) Deadline: 2023-04-30, SCI-IF: 5.532
- Frontiers in Robotics and AI （SI: Visual Human-Robot Interaction and Applications） Abstract Submission Deadline 13 August 2022 Manuscript Submission Deadline 12 October 2022
- Mathematical Biosciences and Engineering (SI: Deep Learning techniques for corrupted image recognition) Deadline: 2022-12-31, SCI-IF: 2.194
- International Journal of Distributed Sensor Networks (SI: Designing Lightweight Networks for Image Restoration) Deadline: 2022-12-31，SCI-IF: 1.938.
2022-07: A paper code was converted by Japanese engineers from python format to CoreML format suitable for mobile ios system.
2022-07: A paper became the cover paper of CAAI Transaction on Intelligence Technology, the journal of the Chinese Society for Artificial Intelligence.
2022-07: A paper became one of the top 10 highly cited papers in the Journal of the Chinese Society for Artificial Intelligence in 2021.
2022-07: Became a member of CSIG MM and CCF MM special committee.
2022-07: I received a certificate of appreciation for the outstanding contribution made by the 11th Wu Wenjun Artificial Intelligence Science and Technology Award Ceremony and 2021 China Artificial Intelligence Industry Annual Conference.
2022-07: I was invited to be a member of the YOCSEF** sub-forum of the Youth Science and Technology Forum of the Chinese Computer Society, In 2022.
2022-07: I was invited to participate in the 2022 CCF Smart Manufacturing Conference sub-forum: How can digitalization help manufacturing companies reduce costs and increase efficiency?
2022-07: I was invited to give a presentation at the 11th Wu Wenjun Artificial Intelligence Science and Technology Award Ceremony and 2021 China Artificial Intelligence Industry Annual Meeting - Image Topic, link: https://mp.weixin.qq.com/s/bTZ2KuPm1ecPV5TyXCDQ5w
2022-07: I was awarded the Outstanding Academic Paper in Natural Science in **Province **City in 2022.
2022-07: A paper code was included in the open source security community OSCS.
2022-07: I received the 24th Excellent Doctoral Dissertation of Harbin Institute of Technology.
2022-07: I am invited to be the Guest Editor of Drones.
2022-07: I am invited as a Guest Editor for Frontiers in Robotics and AI.
2022-06: I am awarded as the outstanding thesis mentor for undergraduate students.
2022-06: A 2019 Undergraduate under my guidance, Mayingpeng, graduated ahead of schedule and obtained the excellent graduation thesis of 2022.
2022-06: I am inducted into the ** City Spirit Preaching Team.
2022-06: I am invited to be an editorial board member of Chinese Science and Technology Journal **.
2022-06: I am invited to be the **editorial board member of the international journal ** (CAS Region II/SCI Journal)
2022-06: A paper was accepted in the international journal Pattern Recognition Letters (SCI-IF:3.756).
2022-06: A paper was tweeted and reported by AIWalker, a well-known computer vision public website in China.
2022-06: A paper was tweeted and reported by 52CV, a well-known computer vision public website in China.
2022-06: A paper was accepted by Neural Networks, the journal of the International Society for Neural Networks.
2022-06: I am invited to share technical presentation at The NPU 9th AoXiang Forum for Distinguished Young Scholars School of Software Sub-Forum.
2022-05: A paper was accepted by CAAI Transactions on Intelligence Technology, the journal of the Chinese Society for Artificial Intelligence.
2022-05: I am invited Guest Editor of International Journal of Distributed Sensor Networks (SCI-IF:1.640).
2022-05: I am invited as an editorial board member of the journal Computer**
2022-05: Application for three software copyrights.
2022-05: Generative Adversarial Networks for Image Super resolution A Survey is conducted by Chunwei Tian, Xuanyu Zhang, Jerry Chun-Wei Lin, Wangmeng Zuo and Yanning Zhang and it is reported by the 52CV, the AIWalker and the Cver.
2022-04: A paper released on arXiv.
2022-04: Awarded 2022 ** Young scientific and technological talents.
2022-04: Apply for a Computer Software Intellectual Property Right Certificate of Registration.
2022-04: Apply for a patent for an invention.
2022-04: I am awarded the outstanding PhD thesis of Shenzhen CCF.
2022-04: I am invited to be a guest editor for the international journal Mathematical Biosciences and Engineering.
2022-04: I am awarded as a contributing reviewer for the international journal Frontiers of Optoelectronics (FOE) 2021.
2022-04: A paper was accepted by Journal of Artificial Intelligence and Technology.
2022-04: Invited to be the Publicity Chair of the international conference 2022 International Conference on Applied Mathmatics and Digital Simulation(AMDS 2022).
2022-04: Apple for a Computer Software Intellectual Property Right Certificate of Registration.
2022-03: A paper was published in the international journal Briefings in bioinformatics.
2022-03: Invited to be the Special Session Co-Chair, Workshop Chair of the international conference “ICCSI 2022”.
2022-03: Invited to be the SI Chair of the international conference 6th Asian Conference on Artificial Intelligence Technology (ACAIT 2022).
2022-03: Invited to be the PC Chair of the international conference International Conference on Machine Learning, Cloud Computing and Intelligent Mining (MLCCIM 2022).
2022-03: Join the expert group of domestic Chinese core journals **
2022-02: A paper was accepted by Electronics.
2022-02: I am invited to be an associate editor of the international journal, Jouranl of Artifical Intelligence and Technology.
2022-02: A **journal paper on educational reform was accepted.
2022-02: A **journal paper on educational reform was accepted.
2022-02: I am invited to join the International Journal **Development Working Group.
2022-02: I am invited to join the expert team of the **Journal.
2022-02: A paper was accepted by SCI journal “Applied Sciences”.
2022-01: I am invited as the PC of the International Conference on Computer Modeling and Big Data Analytics (CMBDA 2022).
2022-01: I am invited to record a New Year’s promo on the famous domestic CV public website “Pole City Platform”.
2021-12: A paper was accepted in the international journal IEEE Multimedia.
2021-12: I join the CAAI Youth Working Committee.
2021-12: I join Technical Committee on CSIG-MV.
2021-12: I am invited to be the guest editor of the special issue of the international journal Electronics.
2021-12: I am invited to be the Workshop Chair of International Conference on Machine Learning, Cloud Computing and Intelligent Mining (MLCCIM 2022)
2021-11: I am invited to be the PC of 2021 IEEE International Conference on Progress in Informationcis and Computing (PIC 2021).
2021-11: I am invited to give a presentation at the international conference ICCCBDAI 2021.
2021-11: Two papers were newly selected as ESI highly cited papers.
2021-11: One paper was selected for Oral paper of ICCBDAI 2021, an international conference.
2021-11: Two conference papers were accepted by the international conference ICCBDAI 2021.
2021-11: The thesis of master student Jingyu Xiao was selected into the Oral thesis of the international conference ICCBDAI 2021.
2021-11: A conference paper was accepted by the international conference InCoB 2021.
2021-10: A journal paper was published on the Wiley Institute of Technology.
2021-10: A conference paper is accepted to ICASSP.
2021-10: I am invited as a guest edtor of a special journal of Frontiers in Signal Processing.
2021-10: A jounral paper becomes a homepage paper of the IEEE TMM.
2021-09: I am invited as a workshop chair of ‘International Conference on Computer, Big Data and Artificial Intelligence 2021’ (ICCBDAI 2021).
2021-09: I am invited as a guest editor of the special journal of Mathematics about the special issue on method and application of machine learning.
2021-09: I am rated as a contribution reviewer of internal journal of Bulletin of Electrical Engineering and Informatics (BEEI).
2021-09: I am invited as a technical expert of Shanghai.
2021-09: Jian Li joins my group.
2021-08: A journal paper is accepted by Briefings in Bioinformatics.
2021-08: I am invited to join a project, Video Super Resolution Benchmark.
2021-08: I am invited to be the associate editor of important international image processing journals, International Journal of Image and Graphics.
2021-08: An invention patent is authorized.
2021-08: Yingpeng joins my group.
2021-08: A journal paper is accepted by Briefing in bioinformatics (IF:11.622).
2021-08: I am invited to join the project of Video Super Resolution Benchmark.
2021-08: I am invited as an associate editor （AE） by the International Journal of Image and Graphics.
2021-08: An invention patent is authorized by China.
2021-08: I am invited as a PC by the ACAIT 2021.
2021-07: Attention-guided CNN for image denoising is rated as the most cited paper on the homepage by the Neural Networks.
2021-07: Codes of DudeNet and ACNet are released by the GitHub.
2021-06: CFSRCNN is reported by the CCF MM.
2021-06: 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: Xuanyu 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 homepage of the NN.
2021-04: A paper is reported by 52CV , Cver, AI technique, HappyAIWalker and extrememart.
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 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 homepage 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.

Youth Editorial Board: CAAI Transactions on Intelligence Technology, Journal of Chinese Society of Artificial Intelligence (Zone 1/SCI-IF: 7.985)
Young Editorial Board: Denfence Technology (SCI-IF: 4.035/JCR Zone 1/CAS Zone 2)
Guest Editor: Guest Editor of IEEE Transactions on Fuzzy Systems (TFS);
Guest Editor Special Issue of Drones (SCI-IF: 5.532).

Reviewer：

《IEEE Transactions on Pattern Analysis and Machine Intelligence》

《IEEE Transactions on Image Processing》

《IEEE Transactions on Neural Networks and Learning Systems》

《IEEE Transactions on Cybernetics》

《IEEE Transaction on Knowledge and Data Engineering》

《IEEE Transactions on Industrial Informatics》

《IEEE Transactions on Systems, Man, and Cybernetics: Systems》

《IEEE Transactions on Multimedia》

《IEEE Intelligent Transportation Systems Transactions and Magazine》

《IEEE Transactions on Dependable and Secure Computing》

《IEEE Transactions on Cognitive and Developmental Systems》

《IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems》

《IEEE Transactions on Geoscience and Remote Sensing》

《IEEE Transactions on Circuits and Systems for Video Technology》

《Neural Networks》

《Computer Vision and Image Understanding》

《Information Fusion》

《Information Sciences》

《Expert Sytems With Applications》

《Neurocomputing》

《IEEE Journal of Biomedical and Health Informatics》

《ACM Transaction on Knowledge Discovery from Data》

《Frontiers of Optoelectronics》

《CAAI Transactions on Intelligence Technology》

《Pattern Recognition Letters》

《IEEE Signal Processing Letters》

《AAAI 2023》

《ICASSP 2023》

《ICASSP 2022》

I serve as a reviewer for the following journals and conferences (审稿人)

IEEE Transactions on Image Processing (IEEE TIP) (SCI)

IEEE Transactions on Neural Networks and Learning Systems (SCI)

IEEE Transactions on Cybernetics (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)

IEEE Intelligent Transportation Systems Transactions and Magazine (SCI)

IEEE Transactions on Dependable and Secure Computing(SCI)

IEEE Transactions on Asian and Low-Resource Language Information Processing (SCI)

Neural Networks (SCI)

Information Fusion (SCI)

Computer Vision and Image Understanding (SCI）

Pattern Recognition Letters (SCI）

The Visual Computer (SCI）

Nerocomputing (SCI）

IEEE Journal of Biomedical and Health Informatics

Frontiers of Optoelectronics

Expert Sytems With Applications (SCI)

IEEE Signal Processing Letters （SCI）

Artificial Intelligence In Medicine (SCI)

Biomedical Signal Processing and Control (SCI)

BMC Medical Research Methodology (SCI)

ACM Transactions on Asian and Low-Resource Language Information Processing

Journal of Ambient Intelligence and Humanized Computing

Applied Intelligence

Chinese Journal of Electronics

Journal of Visual Communication and Image Representation (SCI)

Journal of Central South University （SCI）

IEEE Access （SCI）

Neuro computing (SCI)

Journal of Modern Optics （SCI）

Multimedia Systems（SCI）

Journal of Internet Technology (SCI)

Mathematical Biosciences and Engineering （SCI）

CAAI Transactions on Intelligence Technology (EI）

Journal of Visual Comunication

International Journal of Biometrics (IJBM)

International Journal of Biometrics

International Journal of Image and Graphics

Bulletin of Electrical Engineering and Informatics

IEA/AIE 2022: International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems

International Conference on Multimedia Information Processing and Retrieval (MIPR)

International Journal of Data Science and Analytics

Scientific Programming

International Journal of Distributed Sensor Networks

The 35th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems

Optics and Laser Technology

Expert Systems

SN Applied Sciences

Asian Journal of Control

International Journal of Speech Technology

Progress in Artificial Intelligence

Evolutionary Intelligence

Scientific Reports

ARR 2022

ICASSP 2022

ISCAS 2021: International Symposium on Circuits and Systems (EI) 18th IEEE International Conference on Dependable, Autonomic and Secure Computing (DASC 2021) (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)

Education and work experience (教育背景和工作经历)

2017.03~2021.01: PhD Harbin Institute of Technology, China.
Member, Shenzhen Key Laboratory of Visual Object Detection and Recognition, China.
2021.07— Associate Professor, Northwestern Polytechnic University, China.
2021.09— Member, National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, China

Education And Teaching

Graduate Course “Cloud Oriented Big Data Technologies” (Spring)

Undergraduate Course “Principles and Applications of Big Data Technology” (Spring)

Awards (奖励)

2022 Included in the list of top 2% top scientists in the world released by Stanford University

2022 Provincial high-level talents

2022 Municipal Youth Science and Technology Talents

2022 Municipal Science and Technology Think Tank Young Talents

2022 China**

2022 Local Science and Technology Talent Trophy

2022 Outstanding Individual Member of Jiangsu Computer Society

2022 Outstanding Doctoral Dissertation of Provincial Artificial Intelligence Society

2022 Two of my papers were awarded the second Excellent Scientific and Technological Academic Papers of Shenzhen

2022 Awarded the 2022 Wiley High Contribution Author of Open Science in China

2022 **Province High-level Talent

2022 ** Young scientific and technological talents

2022 My PhD thesis was awarded as an excellent PhD thesis by Shenzhen CCF.

2022 China**

2022 Trophy for local scientific and technological talents

2022 The 24th Excellent Doctoral Dissertation of Harbin Institute of Technology.

2022 I was awarded the Outstanding Dissertation Supervisor for Undergraduate Students.

2022 I am inducted into the ** City Spirit Preaching Team.

2022 I am invited to be the Guest Editor of Drones.

2022 I am invited as a Guest Editor for Frontiers in Robotics and AI.

2022 I am invited to be an editorial board member of SChinese Science and Technology Journal **.

2022 I am invited to be the **editorial board member of the international journal ** (CAS Region II/SCI Journal).

2022 I was invited to be a member of the editorial board of Computer**.

2022 I am invited Guest Editor of International Journal of Distributed Sensor Networks (SCI-IF:1.640).

2022 I am invited to be a guest editor for the international journal Mathematical Biosciences and Engineering(SCI-IF:2.080).

2022 I am awarded as a contributing reviewer for the international journal Frontiers of Optoelectronics (FOE) 2021.

2022 I am invited to be the Publicity Chair of the international conference 2022 International Conference on Applied Mathmatics and Digital Simulation(AMDS 2022).

2022 I am invited to be the Special Session Co-Chair, Workshop Chair of the international conference “ICCSI 2022”.

2022 I am invited to be the SI Chair of the international conference 6th Asian Conference on Artificial Intelligence Technology (ACAIT 2022).

2022 I am invited to be the PC Chair of the international conference International Conference on Machine Learning, Cloud Computing and Intelligent Mining (MLCCIM 2022).

2022 I join the expert group of domestic Chinese core journals **.

2022 I am invited to be the guest editor of the special issue of Electronics, an international journal.

2022 I am invited to be the Workshop Chair of the international conference, International Conference on Machine Learning, Cloud Computing and Intelligent Mining (MLCCIM 2022).

2021 I am invited as a guest editor of the special journal of Mathematics about the special issue on method and application of machine learning.

2021 I am rated as a contribution reviewer of internal journal of Bulletin of Electrical Engineering and Informatics (BEEI).

2021 I am invited as a technical expert of Shanghai.

2021 Two papers become ESI highly cited papers.

2021 A paper is rated as only annual outstanding paper of the CAAI Transactions on Intelligence Technology in 2018 and 2019.

2021 Codes of three papers are rated as contribution codes for the public codes of the GitHub in 2020.

2021 Two paper techniques are integrated on the Chinese high-quality platform (iHub) and international famous machine learning platform (Profillic).

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