Abstract: Highlights•RTAL is proposed to calculate the lodging area of large-scale farmland in real time.•RTAL method can be directly deployed on the UAV without offloading to the cloud.•RTAL method has been validated experimentally in Nvidia Jetson Xavier NX.•It takes 80 min for RTAL to generate the predicting results in 10 km2 farmland.
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