• EH14 4AS

    United Kingdom

Accepting PhD Students

PhD projects

I am looking for highly motivated PhD students (full scholarship available) to join my group in Edinburgh. If you are interested in my research directions, don't hesitate to email me along with your CV/transcripts.

Willing to speak to media

20202023

Research activity per year

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  • 2022

    Equivariant Imaging: Learning Beyond the Range Space

    Chen, D., Tachella, J. & Davies, M. E., 28 Feb 2022, 2021 IEEE/CVF International Conference on Computer Vision (ICCV). IEEE, p. 4379-4388 10 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    28 Citations (Scopus)
  • Robust Equivariant Imaging: a fully unsupervised framework for learning to image from noisy and partial measurements

    Chen, D., Tachella, J. & Davies, M. E., 27 Sept 2022, 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE, p. 5647-5656 10 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    16 Citations (Scopus)
  • Unsupervised learning from incomplete measurements for inverse problems

    Tachella, J., Chen, D. & Davies, M. E., 2022, Advances in Neural Information Processing Systems 35. p. 4983-4995 13 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    1 Citation (Scopus)
  • 2020

    Compressive MR Fingerprinting Reconstruction with Neural Proximal Gradient Iterations

    Chen, D., Davies, M. E. & Golbabaee, M., 29 Sept 2020, Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (eds.). Springer, p. 13-22 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12262 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    9 Citations (Scopus)
  • Deep Decomposition Learning for Inverse Imaging Problems

    Chen, D. & Davies, M. E., 3 Nov 2020, Computer Vision – ECCV 2020 : 16th European Conference, Glasgow, UK, August 23–28, 2020. Vedaldi, A., Bischof, H., Brox, T. & Frahm, J-M. (eds.). Vol. XXVIII. p. 510-526 (Lecture Notes in Computer Science; vol. 12373).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    18 Citations (Scopus)