Point annotations are considerably more time-efficient than bounding box annotations. However, how to use cheap point boost the performance of semi-supervised object detection is still an open question. In this work, we present Point-Teaching, a weakly- and framework fully utilize Specifically, propose Hungarian-based point-matching method generate pseudo labels for point-annotated images. We f...