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Growth Identification System :
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The proposed asparagus identification system could monitor the growth of greenhouse asparagus with the practical web application.
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The Mask R-CNN model achieved bbox mAP 86.62% for stalk and mask AP 73.6% for spear.
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The Self-guided Robot :
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The autonomous robot could achieve automatic navigation and locating at the stop point to improve farm management.
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The autonomous robot had been developed using the deep learning and LiDAR.
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The robot can drive stably with an average RMSE of around 3.25 cm.
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