Abstract: Highlights•This paper reviews the research status of typical machine-vision-based weeding robots.•This paper has evaluated the performance of eight baseline methods that are based on deep learning on a public dataset.•This paper presents the application of object detection algorithms based on deep learning to weed identification.
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