no code implementations • 17 Sep 2019 • Alex D. Pon, Jason Ku, Chengyao Li, Steven L. Waslander
The issue with existing stereo matching networks is that they are designed for disparity estimation, not 3D object detection; the shape and accuracy of object point clouds are not the focus.
3D Object Detection From Stereo Images Autonomous Driving +5
no code implementations • 15 Jul 2019 • Jason Ku, Alex D. Pon, Sean Walsh, Steven L. Waslander
Accurately estimating the orientation of pedestrians is an important and challenging task for autonomous driving because this information is essential for tracking and predicting pedestrian behavior.
1 code implementation • CVPR 2019 • Jason Ku, Alex D. Pon, Steven L. Waslander
We present MonoPSR, a monocular 3D object detection method that leverages proposals and shape reconstruction.
Ranked #13 on Vehicle Pose Estimation on KITTI Cars Hard
2 code implementations • 20 Jun 2018 • Alex D. Pon, Oles Andrienko, Ali Harakeh, Steven L. Waslander
The root cause of this issue is that no public dataset contains both traffic light and sign labels, which leads to difficulties in developing a joint detection framework.