publications | Dongdong Chen

2024

CVPR

Equivariant Multi-Modality Image Fusion

Zixiang Zhao , Haowen Bai , Jiangshe Zhang , Yulun Zhang† , Kai Zhang , Shuang Xu , Dongdong Chen†, Radu Timofte , and Luc Van Gool

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

arXiv Bib

@article{zhao2024,
  title = {Equivariant Multi-Modality Image Fusion},
  author = {Zhao, Zixiang and Bai, Haowen and Zhang, Jiangshe and Zhang†, Yulun and Zhang, Kai and Xu, Shuang and Chen†, Dongdong and Timofte, Radu and Van Gool, Luc},
  journal = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024}
}

ICML

Image Fusion via Vision-Language Model

Zixiang Zhao , Lilun Deng , Haowen Bai , Yukun Cui , Zhipeng Zhang , Yulun Zhang , Haotong Qin , Dongdong Chen†, Jiangshe Zhang , Peng Wang , and Luc Van Gool

Proceedings of the International Conference on Machine Learning (ICML), 2024

arXiv Bib

@article{zhao2025,
  title = {Image Fusion via Vision-Language Model},
  author = {Zhao, Zixiang and Deng, Lilun and Bai, Haowen and Cui, Yukun and Zhang, Zhipeng and Zhang, Yulun and Qin, Haotong and Chen†, Dongdong and Zhang, Jiangshe and Wang, Peng and Van Gool, Luc},
  journal = {Proceedings of the International Conference on Machine Learning (ICML)},
  year = {2024}
}

2023

JMLR

Sensing Theorems for Unsupervised Learning in Linear Inverse Problems

Julián Tachella , Dongdong Chen, and Mike Davies

Journal of Machine Learning Research (JMLR), 2023

arXiv Bib PDF

@article{tachella2022jmlr,
  title = {Sensing Theorems for Unsupervised Learning in Linear Inverse Problems},
  author = {Tachella, Juli\'an and Chen, Dongdong and Davies, Mike},
  journal = {Journal of Machine Learning Research (JMLR)},
  volume = {24},
  number = {39},
  pages = {1--45},
  year = {2023}
}

IEEE SPM

Imaging With Equivariant Deep Learning

Dongdong Chen, Mike E Davies , J Matthias Ehrhardt , Carola-Bibiane Schönlieb , Ferdia Sherry , and Julián Tachella

IEEE Signal Processing Magazine, 2023

arXiv Bib PDF

@article{chen2022spm,
  title = {Imaging With Equivariant Deep Learning},
  author = {Chen, Dongdong and Davies, Mike E and Ehrhardt, J Matthias and Sch\"onlieb, Carola-Bibiane and Sherry, Ferdia and Tachella, Juli\'an},
  journal = {IEEE Signal Processing Magazine},
  volume = {40},
  number = {1},
  pages = {134-147},
  year = {2023}
}

2022

CVPR Oral

Robust Equivariant Imaging: A Fully Unsupervised Framework for Learning To Image From Noisy and Partial Measurements

Dongdong Chen*, Julián Tachella* , and Mike E. Davies

In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2022

Oral Presentation [Top 3%]

arXiv Bib HTML PDF Supp Video Code

@inproceedings{chen2021robust,
  author = {Chen*, Dongdong and Tachella*, Juli\'an and Davies, Mike E.},
  title = {Robust Equivariant Imaging: A Fully Unsupervised Framework for Learning To Image From Noisy and Partial Measurements},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2022},
}

GRETSI

Unsupervised Learning to Solve Inverse Problems: Application to Single-Pixel Imaging

Julián Tachella , Dongdong Chen, and Mike Davies

In Proceedings of the XXVIIIème Colloque Francophone de Traitement du Signal et des Images (GRETSI) , 2022

Bib PDF

@inproceedings{tachella2022gretsi,
  title = {Unsupervised Learning to Solve Inverse Problems: Application to Single-Pixel Imaging},
  author = {Tachella, Juli\'an and Chen, Dongdong and Davies, Mike},
  booktitle = {Proceedings of the XXVIIIème Colloque Francophone de Traitement du Signal et des Images (GRETSI)},
  year = {2022}
}

NeurIPS

Unsupervised Learning From Incomplete Measurements for Inverse Problems

Julián Tachella , Dongdong Chen, and Mike Davies

In Advances in Neural Information Processing Systems (NeurIPS) , 2022

arXiv Bib PDF Code

@inproceedings{tachella2022moi,
  title = {Unsupervised Learning From Incomplete Measurements for Inverse Problems},
  author = {Tachella, Juli\'an and Chen, Dongdong and Davies, Mike},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022}
}

ISBI

Deep Unrolling for Magnetic Resonance Fingerprinting

Dongdong Chen, Mike E Davies , and Mohammad Golbabaee

Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI), 2022

arXiv Bib

@article{chen2022deep,
  title = {Deep Unrolling for Magnetic Resonance Fingerprinting},
  author = {Chen, Dongdong and Davies, Mike E and Golbabaee, Mohammad},
  journal = {Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI)},
  year = {2022}
}

2021

IEEE TMI

Dual convolutional neural networks for breast mass segmentation and diagnosis in mammography

Heyi Li , Dongdong Chen, William H Nailon , Mike E Davies , and David I Laurenson

IEEE Transactions on Medical Imaging (TMI), 2021

Bib PDF

@article{li2021dual,
  title = {Dual convolutional neural networks for breast mass segmentation and diagnosis in mammography},
  author = {Li, Heyi and Chen, Dongdong and Nailon, William H and Davies, Mike E and Laurenson, David I},
  journal = {IEEE Transactions on Medical Imaging (TMI)},
  arixv = {2008.02957},
  publisher = {IEEE},
  year = {2021}
}

ICCV Oral

Equivariant Imaging: Learning Beyond the Range Space

Dongdong Chen, Julián Tachella , and Mike E Davies

In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , 2021

Oral Presentation [Top 3%]

arXiv Bib HTML PDF Supp Video Code

@inproceedings{chen2021equivariant,
  title = {Equivariant Imaging: Learning Beyond the Range Space},
  author = {Chen, Dongdong and Tachella, Juli\'an and Davies, Mike E},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
  year = {2021}
}

2020

MICCAI

Compressive MR Fingerprinting reconstruction with Neural Proximal Gradient iterations

Dongdong Chen, Mike E. Davies , and Mohammad Golbabaee

In Proceedings of the 23rd International Conference on Medical image computing and computer-assisted intervention (MICCAI) , 2020

arXiv Bib PDF Code

@inproceedings{chen2020compressive,
  author = {Chen, Dongdong and Davies, Mike E. and Golbabaee, Mohammad},
  title = {Compressive MR Fingerprinting reconstruction with Neural Proximal Gradient iterations},
  booktitle = {Proceedings of the 23rd International Conference on Medical image computing and computer-assisted intervention (MICCAI)},
  year = {2020}
}

ECCV

Deep decomposition learning for inverse imaging problems

Dongdong Chen, and Mike E Davies

In Proceedings of the European Conference on Computer Vision (ECCV) , 2020

arXiv Bib PDF Code

@inproceedings{chen2020deep,
  title = {Deep decomposition learning for inverse imaging problems},
  author = {Chen, Dongdong and Davies, Mike E},
  booktitle = {Proceedings of the European Conference on Computer Vision (ECCV)},
  pages = {510--526},
  year = {2020}
}

IEEE TSMCS

An Improved Dual-Channel Network to Eliminate Catastrophic Forgetting

Dongbo Liu , Zhenan He , Dongdong Chen, and Jiancheng Lv

IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMCS), 2020

Bib PDF

@article{liu2020improved,
  author = {Liu, Dongbo and He, Zhenan and Chen, Dongdong and Lv, Jiancheng},
  journal = {IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMCS)},
  title = {An Improved Dual-Channel Network to Eliminate Catastrophic Forgetting},
  publisher = {IEEE},
  year = {2020}
}

arXiv

COIN: Contrastive Identifier Network for Breast Mass Diagnosis in Mammography

Heyi Li* , Dongdong Chen*, William H Nailon , Mike E Davies , and David Laurenson

2020

arXiv Bib

@article{li2020coin,
  title = {COIN: Contrastive Identifier Network for Breast Mass Diagnosis in Mammography},
  author = {Li*, Heyi and Chen*, Dongdong and Nailon, William H and Davies, Mike E and Laurenson, David},
  year = {2020}
}

2019

ICASSP

A Deep DUAL-PATH Network for Improved Mammogram Image Processing

Heyi Li , Dongdong Chen, William H Nailon , Mike E Davies , and David Laurenson

In Proceedings of the 44th International Conference on Acoustics, Speech, and Signal Processing (ICASSP) , 2019

Bib PDF

@inproceedings{li2019dual,
  title = {A Deep DUAL-PATH Network for Improved Mammogram Image Processing},
  author = {Li, Heyi and Chen, Dongdong and Nailon, William H and Davies, Mike E and Laurenson, David},
  booktitle = {Proceedings of the 44th International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
  arixv = {1903.00001},
  year = {2019}
}

ICASSP Oral

Geometry of Deep Learning for Magnetic Resonance Fingerprinting

Mohammad Golbabaee , Dongdong Chen, Pedro A Gómez , Marion I Menzel , and Mike E Davies

In Proceedings of the 44th International Conference on Acoustics, Speech, and Signal Processing (ICASSP) , 2019

arXiv Bib PDF

@inproceedings{mo2019geometry,
  title = {Geometry of Deep Learning for Magnetic Resonance Fingerprinting},
  author = {Golbabaee, Mohammad and Chen, Dongdong and G{\'o}mez, Pedro A and Menzel, Marion I and Davies, Mike E},
  booktitle = {Proceedings of the 44th International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
  year = {2019}
}

MIDL

Deep Fully Convolutional Network for MR Fingerprinting

Dongdong Chen, Mohammad Golbabaee , Pedro A Gómez , Marion I Menzel , and Mike E Davies

In the 2nd International Conference on Medical Imaging with Deep Learning (MIDL) , 2019

Bib PDF

@inproceedings{chen2019bMIDL,
  title = {Deep Fully Convolutional Network for MR Fingerprinting},
  author = {Chen, Dongdong and Golbabaee, Mohammad and G{\'o}mez, Pedro A and Menzel, Marion I and Davies, Mike E},
  booktitle = {the 2nd International Conference on Medical Imaging with Deep Learning (MIDL)},
  year = {2019}
}

SPARS

A Fully Convolutional Network for MR Fingerprinting

Dongdong Chen, Mohammad Golbabaee , Pedro A Gomez , Marion I Menzel , and Mike E Davies

In The Signal Processing with Adaptive Sparse Structured Representations workshop (SPARS) , 2019

Bib

@inproceedings{chen2019fully,
  title = {A Fully Convolutional Network for MR Fingerprinting},
  author = {Chen, Dongdong and Golbabaee, Mohammad and Gomez, Pedro A and Menzel, Marion I and Davies, Mike E},
  booktitle = {The Signal Processing with Adaptive Sparse Structured Representations workshop (SPARS)},
  arixv = {1911.09846},
  year = {2019}
}

MIDL

Spatio-temporal regularization for deep MR Fingerprinting

Mohammad Golbabaee , Dongdong Chen, Mike Davies , Marion I. Menzel , and Pedro A. Gomez

In the 2nd International Conference on Medical Imaging with Deep Learning (MIDL) , 2019

Bib PDF

@inproceedings{golbabaee2019aMIDL,
  title = {Spatio-temporal regularization for deep MR Fingerprinting},
  author = {Golbabaee, Mohammad and Chen, Dongdong and Davies, Mike and Menzel, Marion I. and Gomez, Pedro A.},
  booktitle = {the 2nd International Conference on Medical Imaging with Deep Learning (MIDL)},
  year = {2019}
}

MICCAI

Signed Laplacian Deep Learning with Adversarial Augmentation for Improved Mammography Diagnosis

Heyi Li* , Dongdong Chen*, William H Nailon , Mike E Davies , and David I Laurenson

In Proceedings of the 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) , 2019

arXiv Bib PDF

@inproceedings{li2019signed,
  title = {Signed Laplacian Deep Learning with Adversarial Augmentation for Improved Mammography Diagnosis},
  author = {Li*, Heyi and Chen*, Dongdong and Nailon, William H and Davies, Mike E and Laurenson, David I},
  booktitle = {Proceedings of the 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI)},
  year = {2019}
}

IEEE TNNLS

A Network Framework for Small-Sample Learning

Dongbo Liu , Zhenan He , Dongdong Chen, and Jiancheng Lv

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019

Bib PDF

@article{liu2019network,
  title = {A Network Framework for Small-Sample Learning},
  author = {Liu, Dongbo and He, Zhenan and Chen, Dongdong and Lv, Jiancheng},
  journal = {IEEE Transactions on Neural Networks and Learning Systems (TNNLS)},
  publisher = {IEEE},
  year = {2019}
}

2018

iTWIST

Learning Discriminative Representation with Signed Laplacian Restricted Boltzmann Machine

Dongdong Chen, Jiancheng Lv , and Mike E Davies

In international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques (iTWIST) , 2018

arXiv Bib

@inproceedings{chen2018learning,
  title = {Learning Discriminative Representation with Signed Laplacian Restricted Boltzmann Machine},
  author = {Chen, Dongdong and Lv, Jiancheng and Davies, Mike E},
  booktitle = {international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques (iTWIST)},
  year = {2018}
}

iTWIST

A deep learning approach for Magnetic Resonance Fingerprinting

Mohammad Golbabaee , Dongdong Chen, Pedro A Gómez , Marion I Menzel , and Mike E Davies

international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques (iTWIST), 2018

Bib

@article{golbabaee2018deep,
  title = {A deep learning approach for Magnetic Resonance Fingerprinting},
  author = {Golbabaee, Mohammad and Chen, Dongdong and G{\'o}mez, Pedro A and Menzel, Marion I and Davies, Mike E},
  journal = {international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques (iTWIST)},
  axiv = {1809.01749},
  year = {2018}
}

MICCAI-BIA Award

Improved Breast Mass Segmentation in Mammograms with Conditional Residual U-Net

Heyi Li , Dongdong Chen, William H Nailon , Mike E Davies , and David Laurenson

In MICCAI Workshop on Breast Image Analysis (MICCAI-BIA) , 2018

Best Paper Finalist

arXiv Bib PDF

@incollection{li2018improved,
  title = {Improved Breast Mass Segmentation in Mammograms with Conditional Residual U-Net},
  author = {Li, Heyi and Chen, Dongdong and Nailon, William H and Davies, Mike E and Laurenson, David},
  booktitle = {MICCAI Workshop on Breast Image Analysis (MICCAI-BIA)},
  pages = {81--89},
  publisher = {Springer},
  year = {2018}
}

2017

AAAIW

Unsupervised multi-manifold clustering by learning deep representation

Dongdong Chen, Jiancheng Lv , and Zhang Yi

In Workshops at the 31th AAAI conference on artificial intelligence (AAAI) , 2017

Bib

@inproceedings{chen2017unsupervised,
  title = {Unsupervised multi-manifold clustering by learning deep representation},
  author = {Chen, Dongdong and Lv, Jiancheng and Yi, Zhang},
  booktitle = {Workshops at the 31th AAAI conference on artificial intelligence (AAAI)},
  pages = {385--391},
  year = {2017}
}

NCAA

Angle-based embedding quality assessment method for manifold learning

Dongdong Chen, Jiancheng Lv , Jing Yin , Haixian Zhang , and Xiaojie Li

Neural Computing and Applications, 2017

Bib

@article{chen2017angle,
  title = {Angle-based embedding quality assessment method for manifold learning},
  author = {Chen, Dongdong and Lv, Jiancheng and Yin, Jing and Zhang, Haixian and Li, Xiaojie},
  journal = {Neural Computing and Applications},
  publisher = {Springer},
  year = {2017}
}

IEEE TNNLS Award

Graph Regularized Restricted Boltzmann Machine

Dongdong Chen, Jiancheng Lv , and Zhang Yi

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2017

SCF Best Student Paper

Bib Code

@article{dongdong2018graph,
  author = {Chen, Dongdong and Lv, Jiancheng and Yi, Zhang},
  journal = {IEEE Transactions on Neural Networks and Learning Systems (TNNLS)},
  title = {Graph Regularized Restricted Boltzmann Machine},
  year = {2017}
}

2015

IES Award

Angle-based outlier detection algorithm with more stable relationships

Xiaojie Li , Jian Cheng Lv , and Dongdong Chen

In Proceedings of the 18th Asia Pacific Symposium on Intelligent and Evolutionary Systems (IES) , 2015

Best Student Paper

Bib PDF

@inproceedings{li2015angle,
  title = {Angle-based outlier detection algorithm with more stable relationships},
  author = {Li, Xiaojie and Lv, Jian Cheng and Chen, Dongdong},
  booktitle = {Proceedings of the 18th Asia Pacific Symposium on Intelligent and Evolutionary Systems (IES)},
  pages = {433--446},
  volume = {1},
  organization = {Springer},
  year = {2015}
}

2014

AAAI

A Local Non-Negative Pursuit Method for Intrinsic Manifold Structure Preservation

Dongdong Chen, Jian Cheng Lv , and Zhang Yi

In Proceedings of the 28th AAAI conference on artificial intelligence (AAAI) , 2014

Bib HTML PDF Code

@inproceedings{chen2014local,
  title = {A Local Non-Negative Pursuit Method for Intrinsic Manifold Structure Preservation},
  author = {Chen, Dongdong and Lv, Jian Cheng and Yi, Zhang},
  booktitle = {Proceedings of the 28th AAAI conference on artificial intelligence (AAAI)},
  pages = {1745--1751},
  year = {2014}
}