Xiaoming Li

	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

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 M.Eng., B.Eng, Ph.D degrees from the Faculty of Computing, Harbin Institute of Technology, China, 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:

Image Restoration and Editing
Memory Network
GAN Priors
Image Inpainting and Completion
Face Related Tasks

Selected Publications (Click the thumbnail to see the details)

	Semantic-shape Adaptive Feature Modulation for Semantic Image Synthesis
	Zhengyao Lv, Xiaoming Li, Zhenxing Niu, Bing Cao, Wangmeng Zuo
	IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
	[Paper] [Code] [BibTex]

@article{lv2022semantic,
  title={Semantic-shape Adaptive Feature Modulation for Semantic Image Synthesis},
  author={Lv, Zhengyao and Li, Xiaoming and Niu, Zhenxing and Cao, Bing and Zuo, Wangmeng},
  booktitle = {CVPR},
  year = {2022}
}

	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.
	[Paper] [Code] [BibTex]

@InProceedings{lv2021spgnet,
  author = {Lv, Zhengyao and Li, Xiaoming and Li, Xin and Li, Fu and Lin, Tianwei and He, Dongliang and Zuo, Wangmeng},
  title = {Learning Semantic Person Image Generation by Region-Adaptive Normalization},
  booktitle = {CVPR},
  year = {2021}
}

	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.
	[Paper] [Code] [BibTex]

@InProceedings{ChenPSFRGAN,
  author = {Chen, Chaofeng and Li, Xiaoming and Yang, Lingbo and Lin, Xianhui and Zhang, Lei and Wong, KKY},
  title = {Progressive Semantic-Aware Style Transformation for Blind Face Restoration},
  booktitle = {CVPR},
  year = {2021}
}

	Blind Face Restoration via Deep Multi-scale Component Dictionaries (DFDNet)
	Xiaoming Li, Chaofeng Chen, Shangchen Zhou, Xianhui Lin, Wangmeng Zuo and Lei Zhang
	European Conference on Computer Vision (ECCV), 2020.
	[Paper] [Code] [BibTex]

@InProceedings{li2020dfdnet,
  author={Li, Xiaoming  and Chen, Chaofeng and Zhou, Shangchen and Lin, Xianhui and Zuo, Wangmeng and Zhang, Lei},
  title={Blind Face Restoration via Deep Multi-scale Component Dictionaries},
  booktitle={ECCV},
  year = {2020}
}

	Face Super-Resolution Guided by 3D Facial Priors
	Xiaobin Hu, Wenqi Ren, John LaMaster, Xiaochun Cao, Xiaoming Li, Zechao Li, Bjoern Menze, and Wei Liu
	European Conference on Computer Vision (ECCV), 2020 (Spotlight).
	[Paper] [BibTex]

@InProceedings{hu20203dprior,
  author={Hu, Xiaobin  and  Ren, Wenqi  and  Lamaster, John  and  Cao, Xiaochun  and  Li, Xiaoming  and  Li, Zechao  and  Menze, Bjoern  and  Liu, Wei},
  title={Face Super-Resolution Guided by 3D Facial Priors},
  booktitle={ECCV},
  year = {2020}
}

	Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature Fusion (ASFFNet)
	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).
	[Paper] [Code] [BibTex]

@InProceedings{li2020asffnet,
  author={Li, Xiaoming and Li, Wenyu and Ren, Dongwei and Zhang, Hongzhi and Wang, Meng and Zuo, Wangmeng},
  title={Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature Fusion},
  booktitle={CVPR},
  year = {2020}
}

	Learning Symmetry Consistent Deep CNNs for Face Completion
	Xiaoming Li, Guoshegn Hu, Jieru Zhu, Wangmeng Zuo, Meng Wang and Lei Zhang
	IEEE Transactions on Image Processing (TIP), 2020.
	[Paper] [Code] [BibTex]

@article{li2020symmfcnet,
  author={Li, Xiaoming and Hu, Guosheng and Zhu, Jieru and Zuo, Wangmeng and Wang, Meng and Zhang, Lei},
  title={Learning Symmetry Consistent Deep CNNs for Face Completion},
  journal={IEEE Transactions on Image Processing},
  year={2020},
  volume={29},
  number={},
  pages={7641-7655},
}

	Learning Warped Guidance for Blind Face Restoration (GFRNet)
	Xiaoming Li, Ming Liu, Yuting Ye, Wangmeng Zuo, Liang Lin and Ruigang Yang
	European Conference on Computer Vision (ECCV), 2018.
	[Paper] [Code] [BibTex]

@InProceedings{li2018gfrnet,
  author={Li, Xiaoming and Liu, Ming and Ye, Yuting and Zuo, Wangmeng and Lin, Liang and Yang, Ruigang},
  title={Learning Warped Guidance for Blind Face Restoration},
  booktitle={ECCV},
  year = {2020}
}

	Shift-Net: Image Inpainting via Deep Feature Rearrangement (ShiftNet)
	Zhaoyi Yan, Xiaoming Li, Mu Li, Wangmeng Zuo and Shiguang Shan
	European Conference on Computer Vision (ECCV), 2018.
	[Paper] [Code] [BibTex]

@InProceedings{yan2018shiftnet,
  author={Yan, Zhaoyi and Li, Xiaoming and Li, Mu and Zuo, Wangmeng and Shan, Shiguang},
  title={Shift-Net: Image Inpainting via Deep Feature Rearrangement},
  booktitle={ECCV},
  year = {2020}
}

	Identity Preserving Face Completion for Large Ocular Region Occlusion
	Yajie Zhao, Weikai Chen, Jun Xing, Xiaoming Li, Zach Bessinger, Fuchang Liu, Wangmeng Zuo, Ruigang Yang
	The British Machine Vision Conference (BMVC), 2018.
	[Paper] [BibTex]

@InProceedings{zhao2018identity,
  author={Zhao, Yajie and Chen, Weikai and Xing, Jun and Li, Xiaoming and Bessinger, Zach and Liu, Fuchang and Zuo, Wangmeng and Yang, Ruigang},
  title={Identity Preserving Face Completion for Large Ocular Region Occlusion},
  booktitle={BMVC},
  year = {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