Abstract: Highlights•A multi-source knowledge graph is built to solve the problem of information islands.•Thirteen dark spot features are proposed to improve oil spill detection performance.•A novel oil spill inference method is developed to relieve the label imbalance issue.•The collected dataset is freely available.
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