Fig. 1. The main paradigmatic types of existing oriented object detec- tion. Existing methods are primarily divided into rotated boxes (RBox)- supervised, horizontal boxes (HBox)-supervised, Point-supervised, and Semi- Supervised approaches. Compared to these settings, our proposed Partial Weakly-supervised methods have high annotation speed and low costs.