Abstract: The recent one-to-one label assignment plays a crucial role in removing the last non-differentiable component, i.e., Non-Maximum Suppression (NMS), used in the post-processing step of the ...
Abstract: Deep learning approaches have demonstrated high effectiveness in 3D object detection tasks. However, they often suffer from a notable drop in performance on the previously trained classes ...
In this paper, we present Consistent4D, a novel approach for generating dynamic objects from uncalibrated monocular videos. Uniquely, we cast the 360-degree dynamic object reconstruction as a 4D ...