Edinburgh Research Explorer

Michael Davies

Jeffrey Collins Chair of Signal Processing

  1. 2021
  2. Compressive MRI quantification using convex spatiotemporal priors and deep encoder-decoder networks

    Golbabaee, M., Buonincontri, G., Pirkl, C., menzel, M., Menze, B., Davies, M. E. & Gomez, P., 1 Apr 2021, In: Medical Image Analysis. 69, p. 101945

    Research output: Contribution to journalArticlepeer-review

  3. A Sketching Framework for Reduced Data Transfer in Photon Counting Lidar

    Sheehan, M. P., Tachella, J. & Davies, M. E., 17 Feb 2021, p. 1-13, 13 p.

    Research output: Working paper

  4. Joint robust linear regression and anomaly detection in poisson noise using expectation-propagation

    Yao, D., Altmann, Y., McLaughlin, S. & Davies, M. E., 24 Jan 2021, 28th European Signal Processing Conference, EUSIPCO 2020 - Proceedings. European Signal Processing Conference, EUSIPCO, p. 2463-2467 5 p. 9287355. (European Signal Processing Conference; vol. 2021-January).

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

  5. Robust 3D Reconstruction of Dynamic Scenes From Single-Photon Lidar Using Beta-Divergences

    Legros, Q., Tachella, J., Tobin, R., McCarthy, A., Meignen, S., Buller, G. S., Altmann, Y., McLaughlin, S. & Davies, M. E., 2021, In: IEEE Transactions on Image Processing. 30, p. 1716-1727

    Research output: Contribution to journalArticlepeer-review

  6. 2020
  7. DeepMP for Non-Negative Sparse Decomposition

    Voulgaris, K., Davies, M. & Yaghoobi Vaighan, M., 18 Dec 2020, p. 2035-2039.

    Research output: Contribution to conferencePaperpeer-review

  8. A Gaussian Process based Method for Multiple Model Tracking

    Sun, M., Davies, M., Proudler, I. & Hopgood, J., 30 Nov 2020, 2020 Sensor Signal Processing for Defence Conference (SSPD). Institute of Electrical and Electronics Engineers (IEEE), p. 1-5 5 p.

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

  9. Robust depth imaging in adverse scenarios using single-photon Lidar and beta-divergences

    Legros, Q., McLaughlin, S., Altmann, Y., Meignen, S. & Davies, M. E., 30 Nov 2020, 2020 Sensor Signal Processing for Defence Conference, SSPD 2020. Institute of Electrical and Electronics Engineers Inc., 9272116. (2020 Sensor Signal Processing for Defence Conference, SSPD 2020).

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

  10. Compressive Computed Tomography Reconstruction through Denoising Approximate Message Passing

    Perelli, A., Lexa, M., Can, A. & Davies, M. E., 3 Nov 2020, In: Siam journal on imaging sciences. 13, 4, p. 1860–1897 38 p.

    Research output: Contribution to journalArticlepeer-review

  11. Compressive MR Fingerprinting Reconstruction with Neural Proximal Gradient Iterations

    Chen, D., Davies, M. E. & Golbabaee, M., 29 Sep 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 Science and Business Media Deutschland GmbH, 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

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