Xiaoming Li (李晓明)

Research Fellow at MMLab@NTU

School of Computer Science and Engineering

Nanyang Technological University, Singapore

Email: csxmli [at] gmail.com

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Biography

I am currently a research fellow at MMLab@NTU, Nanyang Technological University, Singapore, working with Prof. Chen Change Loy. Before that, I received my joint Ph.D degrees from Harbin Institute of Technology in 2021 and The Hong Kong Polytechnic University in 2022, under the supervision of Prof. Wangmeng Zuo and Prof. Lei Zhang. I was a research intern in Alibaba DAMO Academy from Nov. 2019 to Nov. 2021.

Research Interest

My interests are in the field of computer vision, especially on the image editing and restoration. Currently, I mainly focus on solving the real-world low-quality image restoration problems. Besides, I am also interested in the following research topics:

Selected Publications (Click the thumbnail to see the details)

DMDNet 

Learning Dual Memory Dictionaries for Blind Face Restoration

Xiaoming Li, Shiguang Zhang, Shangchen Zhou, Lei Zhang and Wangmeng Zuo

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022.

ReDegNet 

From Face to Natural Image: Learning Real Degradation for Blind Image Super-Resolution

Xiaoming Li, Chaofeng Chen, Xianhui Lin, Wangmeng Zuo, and Lei Zhang

European Conference on Computer Vision (ECCV), 2022.

SAFM 

Semantic-shape Adaptive Feature Modulation for Semantic Image Synthesis

Zhengyao Lv, Xiaoming Li, Zhenxing Niu, Bing Cao, and Wangmeng Zuo

IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2022.

SPGNet 

Learning Semantic Person Image Generation by Region-Adaptive Normalization

Zhengyao Lv, Xiaoming Li, Xin Li, Fu Li, Tianwei Lin, Dongliang He, and Wangmeng Zuo

IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

PSFRGAN 

Progressive Semantic-Aware Style Transformation for Blind Face Restoration

Chaofeng Chen, Xiaoming Li, Lingbo Yang, Xianhui Lin, Lei Zhang and Kwan-Yee K. Wong

IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

DFDNet 

Blind Face Restoration via Deep Multi-scale Component Dictionaries

Xiaoming Li, Chaofeng Chen, Shangchen Zhou, Xianhui Lin, Wangmeng Zuo and Lei Zhang

European Conference on Computer Vision (ECCV), 2020.

ASFFNet 

Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature Fusion

Xiaoming Li, Wenyu Li, Dongwei Ren, Hongzhi Zhang, Meng Wang and Wangmeng Zuo

IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2020 (Oral).

SymmFCNet 

Learning Symmetry Consistent Deep CNNs for Face Completion

Xiaoming Li, Guosheng Hu, Jieru Zhu, Wangmeng Zuo, Meng Wang and Lei Zhang

IEEE Transactions on Image Processing (TIP), 2020.

GFRNet 

Learning Warped Guidance for Blind Face Restoration

Xiaoming Li, Ming Liu, Yuting Ye, Wangmeng Zuo, Liang Lin and Ruigang Yang

European Conference on Computer Vision (ECCV), 2018.

ShiftNet 

Shift-Net: Image Inpainting via Deep Feature Rearrangement

Zhaoyi Yan, Xiaoming Li, Mu Li, Wangmeng Zuo and Shiguang Shan

European Conference on Computer Vision (ECCV), 2018.

Academic Services

Journal Reviewer:

  • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • IEEE Transactions on Image Processing (TIP)
  • Computer Vision and Image Understanding (CVIU)

Conference Reviewer:

  • IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  • International Joint Conferences on Artificial Intelligence (IJCAI)
  • Asian Conference on Computer Vision (ACCV)

Teaching

  • Polyu COMP1003: STATISTICAL TOOLS AND APPLICATIONS, Teaching Assistant, 2019
  • Polyu COMP3122: INFORMATION SYSTEMS DEVELOPMENT, Teaching Assistant, 2019
  • Polyu COMP6706: ADVANCED TOPICS IN VISUAL COMPUTING, Teaching Assistant, 2020