Abstract: Highlights•A captcha transformation model is proposed to simplify complex captchas.•Cycle generative adversarial networks are used to construct the model.•Only a small amount of labeled data is required to achieve high attack rates.•A simple neural network is designed to speed up the recognition process.
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