Houxin He

AnnofreeOD: Detecting All Classes at Low Frame Rates Without Human Annotations

Manual annotation of 3D bounding boxes in large-scale 3D scenes is expensive and time-consuming. This motivates the exploration of annotation-free 3D object detection using unlabeled point cloud data. Existing unsupervised 3D detection frameworks predominantly identify moving objects via scene flow,…