Figure 1. The main paradigmatic types of existing oriented ob-
ject detection. Existing methods are primarily divided into rotated
boxes (RBox)-supervised, horizontal boxes (HBox)-supervised,
and Point-supervised approaches. Compared to RBox and HBox
labels, point labels have lower costs and higher efficiency.