Abstract: Highlights•The first end-to-end relics sketch generation framework based on GAN.•Gradient guided dual-branch GANs for learning different and complement characteristics to make the network pay more attention to the main shape, details, and noise.•Develop a feature transmission module and a fusion block to accomplish feature learning between two branches.
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