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For pictures gathered by a flying unmanned aerial automobile (UAV), the algorithm recognized SWD individuals with an AUC of 0.086 (female) and 0.284 (male). The low AUC for the aerial imagery ended up being due to lower image quality as a consequence of the stabilization manoeuvres of the UAV during picture collection. CONCLUSION Our outcomes suggest it is feasible to monitor SWD with deep learning and item detection. Moreover