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eess.IV2026
Self-Supervised Multibeam Sonar Restoration via Coherent Forward Modeling
Zixin Wang, James Hopgood, Mike Davies
Multibeam imaging sonar produces intensity images degraded by coherent speckle and system-induced blur, while clean reflectivity targets are rarely available. Existing despeckling…
stat.ML2026
Self-Supervised Learning from Noisy and Incomplete Data
Julián Tachella, Mike Davies
Many important problems in science and engineering involve inferring a signal from noisy and/or incomplete observations, where the observation process is known. Historically, this…