Abstract: Highlights•Introducing a novel computer vision task, i.e., oceanic scene element detection.•Making the first effort on oceanic scene element image collection and annotating 10,040 images.•Proposing a Multi-scale Edge-Guided Module, to guide the backbone toward learning edge characteristics.•Designing an Edge-Guided Oceanic Scene Element Detection framework and generating a set of benchmarks.
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