Uses Space-to-Depth Convolution (SPD-Conv) and Soft-NMS for improving small object detection on UAVs. Module for SPD-Conv already included in ultralytics called Focus if you want to try playing around with it. We don’t have an implementation of Soft-NMS (yet) but maybe it will be added sometime in the near future 
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Check out the paper and share your thoughts!