Junqing Huang

Building S8, Krijgslaan 281, B 9000 Ghent, Belgium

I am a Ph.D. Student at Ghent Analysis & PDE Center, Ghent University, Belgium, supervised by Prof.Michael Ruzhansky and Prof. Haihui Wang (Beihang University, BUAA). I received my Master’s degree in Applied Mathematics, from Beihang University, in 2015.

Before joining into Ghent Analysis & PDE Center, I also had 4 years of valuable engineering experience, working as a research assistant at the School of Mathematics, Beihang University from March 2018 to March 2019, as a Research Engineer, at the Media Lab, Huawei Technologies Co., Ltd. from August 2015 to March 2018, and as a Research Intern, at the Intel China Research Center Ltd. from November 2014 to July 2015, respectively.

My research interests are mainly rooted in the inter-discipline of applied mathematics and artificial intelligence, with special focuses on signal/image processing, computer vision and graphics, and deep learning, as well as the connections to mathematical backgrounds such as PDE, variational analysis, wavelet and sparse theory, optimization theory and algorithm, optimal transport theory, and so on.

Feel free to contact me via junqing.huang@ugent.be or buaahjq@163.com, if you are interested in any collaborations or have any suggestions.

News

Jun 1, 2023	Our new paper Intrinsic Image Transfer for Illumination Manipulation is published by IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI).
Feb 28, 2023	Our new paper Semi-sparsity for Smoothing Filters is published by IEEE Transactions on Image Processing (TIP).

Selected Publications

SIAM Review

in progress

(Semi)-Sparsity for Signal/Image Processing: Modeling, Algorithms and Applications

Junqing Huang, Haihui Wang, and Michael Ruzhansky

SIAM Review 2024

Project Code Bib

@article{huang2024semi,
  author = {Huang, Junqing and Wang, Haihui and Ruzhansky, Michael},
  title = {(Semi)-Sparsity for Signal/Image Processing: Modeling, Algorithms and Applications},
  journal = {SIAM Review},
  volume = {},
  issue = {},
  number = {},
  pages = {},
  year = {2024},
  publisher = {SIAM},
  comment = {in progress},
  project = {1_project},
}

T-PAMI

in progress

Simultaneously Image Representation and Transformation

Junqing Huang, Haihui Wang, and Michael Ruzhansky

IEEE Transactions on Pattern Analysis and Machine Intelligence 2024

Project Code Bib

@article{huang2024simultaneously,
  title = {Simultaneously Image Representation and Transformation},
  author = {Huang, Junqing and Wang, Haihui and Ruzhansky, Michael},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume = {},
  issue = {},
  number = {},
  pages = {},
  year = {2024},
  publisher = {IEEE},
  comment = {in progress},
  project = {https://github.com/QingXin96/},
}

NeurIPS

in progress

Optimal Image Transport on Convolutional Sparse Dictionaries

Junqing Huang, Haihui Wang, and Michael Ruzhansky

In Advances in Neural Information Processing Systems (NeurIPS) 2024

Project Code Bib

@inproceedings{huang2024optimal1,
  title = {Optimal Image Transport on Convolutional Sparse Dictionaries},
  author = {Huang, Junqing and Wang, Haihui and Ruzhansky, Michael},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  volume = {},
  issue = {},
  number = {},
  pages = {},
  year = {2024},
  comment = {in progress},
  project = {https://github.com/QingXin96/},
}

under review

Optimal Image Transport on Sparse Dictionaries

Junqing Huang, Haihui Wang, Andreas Weiermann, and Michael Ruzhansky

In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024

Project Code PDF arXiv Bib

@inproceedings{huang2023optimal,
  title = {Optimal Image Transport on Sparse Dictionaries},
  author = {Huang, Junqing and Wang, Haihui and Weiermann, Andreas and Ruzhansky, Michael},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  volume = {},
  issue = {},
  number = {},
  pages = {},
  year = {2024},
  publisher = {IEEE},
  comment = {under review},
  project = {paper_optimal_image_transfer},
}

under review

Semi-sparsity Priors for Image Structure Analysis and Extraction

Junqing Huang, Haihui Wang, and Michael Ruzhansky

IEEE Transactions on Pattern Analysis and Machine Intelligence 2024

Project Code PDF Supp arXiv Bib

@article{huang2024semi1,
  title = {Semi-sparsity Priors for Image Structure Analysis and Extraction},
  author = {Huang, Junqing and Wang, Haihui and Ruzhansky, Michael},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume = {},
  issue = {},
  number = {},
  pages = {},
  year = {2024},
  publisher = {IEEE},
  comment = {under review},
  project = {paper_semi_sparsity_decomposation},
}

under review

Semi-sparsity on Piecewise Constant Function Spaces for Triangular Mesh Denoising

Junqing Huang, Haihui Wang, and Michael Ruzhansky

IEEE Transactions on Visualization and Computer Graphics 2024

Project Code Bib

@article{huang2024semi2,
  title = {Semi-sparsity on Piecewise Constant Function Spaces for Triangular Mesh Denoising},
  author = {Huang, Junqing and Wang, Haihui and Ruzhansky, Michael},
  journal = {IEEE Transactions on Visualization and Computer Graphics},
  volume = {},
  issue = {},
  number = {},
  pages = {},
  year = {2024},
  publisher = {IEEE},
  comment = {under review},
  project = {paper_semi_sparsity_mesh_denoising},
}

Semi-Sparsity for Smoothing Filters

Junqing Huang, Haihui Wang, Xuechao Wang, and Michael Ruzhansky

IEEE Transactions on Image Processing 2023

Project Code PDF arXiv Bib

@article{huang2023semi,
  title = {Semi-Sparsity for Smoothing Filters},
  author = {Huang, Junqing and Wang, Haihui and Wang, Xuechao and Ruzhansky, Michael},
  journal = {IEEE Transactions on Image Processing},
  volume = {32},
  number = {},
  pages = {1627-1639},
  year = {2023},
  publisher = {IEEE},
  doi = {10.1109/TIP.2023.3247181},
  link = {https://ieeexplore.ieee.org/document/10054601},
  project = {paper_semi_sparsity_smoothing},
}

Intrinsic image transfer for illumination manipulation

Junqing Huang, Michael Ruzhansky, Qianying Zhang, and Haihui Wang

IEEE Transactions on Pattern Analysis and Machine Intelligence 2023

Project Code PDF Supp Poster arXiv Bib HTML

@article{huang2023intrinsic,
  title = {Intrinsic image transfer for illumination manipulation},
  author = {Huang, Junqing and Ruzhansky, Michael and Zhang, Qianying and Wang, Haihui},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume = {45},
  issue = {6},
  number = {6},
  pages = {7444-7456},
  year = {2023},
  publisher = {IEEE},
  dimensions = {true},
  doi = {110.1109/TPAMI.2022.3224253},
  url = {https://doi.org/10.1109/TPAMI.2022.3224253},
  project = {paper_intrinsic_image_transfer},
}