Abstract: Highlights•Optical chemical structure recognition (OCSR) from an image is a challenging task.•The Only Chemical Structure Recognition (OCMR) framework is proposed for OCSR.•OCMR uses multiple refined neural networks for the individual OCSR sub-tasks.•OCMR outperforms the state-of-the-art results on multiple benchmark datasets.•The code and in-house collected benchmark dataset are released.
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