Mike E. Davies

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 17

Top Topics

Photon Counting

Unsupervised Learning

Message Passing

Dynamical Model

Top Venues

IEEE Trans. Inf. Theory

IEEE Signal Process. Lett.

Publications

Michael P. Sheehan, Julián Tachella, Mike E. Davies
Spline Sketches: An Efficient Approach for Photon Counting Lidar. IEEE Trans. Computational Imaging 10 (2024)
Jérémy Scanvic, Mike E. Davies, Patrice Abry, Julián Tachella
Self-Supervised Learning for Image Super-Resolution and Deblurring. CoRR (2023)
Mengwei Sun, Mike E. Davies, Ian K. Proudler, James R. Hopgood
Adaptive Kernel Kalman Filter. IEEE Trans. Signal Process. 71 (2023)
Michael P. Sheehan, Julián Tachella, Mike E. Davies
Hardware Friendly Spline Sketched Lidar. ICASSP (2023)
Nikolajs Skuratovs, Mike E. Davies
Divergence Estimation in Message Passing Algorithms. IEEE Trans. Inf. Theory 69 (11) (2023)
Dongdong Chen, Mike E. Davies, Matthias J. Ehrhardt, Carola-Bibiane Schönlieb, Ferdia Sherry, Julián Tachella
Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised learning. IEEE Signal Process. Mag. 40 (1) (2023)
Julián Tachella, Dongdong Chen, Mike E. Davies
Sensing Theorems for Unsupervised Learning in Linear Inverse Problems. J. Mach. Learn. Res. 24 (2023)
Mengwei Sun, Mike E. Davies, Ian K. Proudler, James R. Hopgood
A Gaussian Process Regression based Dynamical Models Learning Algorithm for Target Tracking. CoRR (2022)
Julián Tachella, Dongdong Chen, Mike E. Davies
Sampling Theorems for Unsupervised Learning in Linear Inverse Problems. CoRR (2022)
Dongdong Chen, Julián Tachella, Mike E. Davies
Robust Equivariant Imaging: a fully unsupervised framework for learning to image from noisy and partial measurements. CVPR (2022)
Nikolajs Skuratovs, Mike E. Davies
Warm-Starting in Message Passing algorithms. ISIT (2022)
Mengwei Sun, Mike E. Davies, Ian K. Proudler, James R. Hopgood
Adaptive Kernel Kalman Filter Based Belief Propagation Algorithm for Maneuvering Multi-Target Tracking. IEEE Signal Process. Lett. 29 (2022)
Nikolajs Skuratovs, Mike E. Davies
Warm-Starting in Message Passing algorithms. CoRR (2022)
Dongdong Chen, Mike E. Davies, Mohammad Golbabaee
Deep Unrolling for Magnetic Resonance Fingerprinting. ISBI (2022)
Julián Tachella, Michael P. Sheehan, Mike E. Davies
Sketched RT3D: How to Reconstruct Billions of Photons Per Second. ICASSP (2022)
Dongdong Chen, Mike E. Davies, Matthias J. Ehrhardt, Carola-Bibiane Schönlieb, Ferdia Sherry, Julián Tachella
Imaging with Equivariant Deep Learning. CoRR (2022)
Dongdong Chen, Julián Tachella, Mike E. Davies
Equivariant Imaging: Learning Beyond the Range Space. ICCV (2021)