Localizing dynamic objects and estimating the camera ego-motion in 3D space are crucial tasks for autonomous driving. Currently, these objectives are separately explored by end-to-end 3D object detection methods and traditional visual SLAM approaches. However, it is hard to directly employ these approaches for autonomous driving scenarios.

#machine-learning #object-detection #stereo-vision #computer-vision #autonomous-vehicles