Jinxiu (Sherry) Liang

Sherry is currently a postdoctoral researcher working under the supervision of Prof. Boxin Shi at the Camera Intelligence Laboratory, Peking University.

She received her Ph.D. in 2021 and B.Eng. in 2016 from South China University of Technology, where she was supervised by Prof. Yong Xu and worked with Prof. Yuhui Quan.

Her research interests sit at the intersection of computational photography, computer vision and machine learning, with a focus on signals captured in low-light conditions.

Email  /  Google Scholar  /  Github

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Research
Self-Supervised Low-Light Image Enhancement Using Discrepant Untrained Network Priors

Jinxiu Liang, Yong Xu, Yuhui Quan, Boxin Shi, and Hui Ji

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Early Access, 2022

[code]


Recurrent Exposure Generation for Low-Light Face Detection

Jinxiu Liang, Jingwen Wang, Yuhui Quan, Tianyi Chen, Jiaying Liu, Haibin Ling, and Yong Xu

IEEE Transactions on Multimedia (TMM), vol. 24, pp. 1609–1621, 2022

[code]


Encoding Spatial Distribution of Convolutional Features for Texture Representation

Yong Xu, Feng Li, Zhile Chen, Jinxiu Liang, and Yuhui Quan

The Thirty-Fifth Annual Conference on Neural Information Processing Systems (NeurIPS), 2021


Deep Bilateral Retinex for Low-Light Image Enhancement

Jinxiu Liang, Yong Xu, Yuhui Quan, Jingwen Wang, Haibin Ling, and Hui Ji

Technical Report, arXiv: 2007.02018, 2020


Advancing Image Understanding in Poor Visibility Environments: A Collective Benchmark Study

Wenhan Yang, Ye Yuan, Wenqi Ren, Jiaying Liu, Walter J. Scheirer, Zhangyang Wang, ..., Jinxiu Liang, ...

IEEE Transactions on Image Processing (TIP), vol. 29, pp. 5737–5752, 2020


Barzilai–Borwein-Based Adaptive Learning Rate for Deep Learning

Jinxiu Liang, Yong Xu, Chenglong Bao, Yuhui Quan, and Hui Ji

Pattern Recognition Letters (PRL), vol. 128, pp. 197–203, Dec. 2019

[code]


Service
Conference Reviewer

IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

European Conference on Computer Vision (ECCV)

Journal Reviewer

International Journal of Computer Vision (IJCV)

IEEE Transactions on Image Processing (TIP)

IEEE Transactions on Multimedia (TMM)

Neurocomputing

Honors
Second Prize of Guangdong Science and Technology Progress Award, 2020
Experience
Teaching Assistant, Visual Computing, South China University of Technology, Spring 2017-2020

Teaching Assistant, Cryptography and Security Protocol, South China University of Technology, Fall 2016-2020

Vice President, the 36th Student Union of South China University of Technology, 2015

Thanks to Jon Barron for sharing his web design.