Abstract: Highlights•This is the first work presenting the application of tree-search theory to image enhancement problems•TreEnhance acts as a fully explainable neural architecture for image enhancement.•TreEnhance provides along with the output image the sequence of enhancing operators selected by the algorithm.•TreEnhance presents two different inference strategies for enhance low quality image based on the data, time an memory constraints.
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