Abstract: Highlights•Casting the rice row detection problem as an instance segmentation problem.•A two-pathway end-to-end framework is customized for robust rice row detection.•The clustering loss is devised to parametrize the segmented rice row instances.•The proposed model exhibited superior performances versus other approaches.
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