Assistant Professor Heriot-Watt University, Edinburgh, UK d.chen@hw.ac.uk
I am an Assistant Professor of Mathematical and Computer Sciences at Heriot-Watt University in Edinburgh. My research lies at the intersection of machine learning and image processing. My current focus is on inverse problems in computational imaging and computer vision.
I held a postdoctoral researcher position at the University of Edinburgh from 2018 to 2022. I then held an associate researcher position at Sichuan University until 2023, where I previously received my PhD in 2017.
Openings: If you are interested in doing a PhD, please email me with your CV/transcripts and a short research statement.
@inproceedings{chen2021equivariant,title={Equivariant Imaging: Learning Beyond the Range Space},author={Chen, Dongdong and Tachella, Juli\'an and Davies, Mike E},booktitle={IEEE/CVF International Conference on Computer Vision (ICCV)},award2={Featured},further_highlight_with_url={<a href="https://www.rsipvision.com/ICCV2021-Thursday/14/"> (Featured in ICCV Daily)</a>},year={2021}}
JMLR
Sensing Theorems for Unsupervised Learning in Linear Inverse Problems
@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: From unrolled network design to fully unsupervised learning
Dongdong Chen, Mike E Davies , J Matthias Ehrhardt , Carola-Bibiane Schönlieb , Ferdia Sherry , and Julián Tachella
@article{chen2022spm,title={Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised 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}}