Abstract: Highlights•A multi-modal knowledge graph is constructed based on multi-source OBS data.•OBI detection accuracy is improved by 3.7% based on OBS multi-modal knowledge graph.•OBI recognition accuracy is improved by 14.8% using OBS multi-modal knowledge graph.
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