Abstract: Highlights•BPDUN, a deep unrolling network is proposed to solve the super-resolution problems.•A benchmark dataset HDT300 is constructed for handwritten image super-resolution.•BPDUN is on par with the SOTA models and achieves new SOTA results on HDT300.
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