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45. A Well-aligned Dataset for Learning Image Signal Processing on Smartphones From a High-end Camera
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DescriptionWe contribute a large-scale dataset for learning image signal processing on smartphones from a high-end camera. Our dataset is aligned with sub-pixel accuracy. We present a novel learning-based model that replaces sub-optimal smartphone built-in ISP and synthesizes images that match the image quality from high-end professional cameras, such as DSLRs.