Human perception and understanding is a major domain of computer vision which, like many other vision subdo-mains recently, stands to gain from the use of large models pre-trained on large datasets.

Vision-based 3D object detection, a cost-effective alternative to LiDAR-based solutions, plays a crucial role in modern autonomous driving systems. Meanwhile, deep models have been proven susceptible ...