Jinxiu (Sherry) Liang

Sherry is currently a postdoctoral researcher working with 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 closely 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  /  Github

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Research
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


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), Early Access, 2021

[code]


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
Reviewer of IEEE Transactions on Image Processing (TIP)
Honors
Second Prize of Guangdong Science and Technology Progress Award, 2020
Experience
Teaching Assistant, Course Visual Computing, South China University of Technology, Spring 2017-2020

Teaching Assistant, Course Cryptography, South China University of Technology, Fall 2016-2020

Thanks to Jon Barron for sharing his web design.