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Noise reduction in single-shot images using an auto-encoder

Noise reduction in single-shot images using an auto-encoder

We present an application of autoencoders to the problem of noise reduction in single-shot astronomical images and explore its suitability for upcoming large-scale surveys. Autoencoders are a machine learning model that summarises an input to identify its key features, then from this knowledge predicts a representation of a different input. …