no code implementations • 3 Aug 2021 • Timm Linder, Narunas Vaskevicius, Robert Schirmer, Kai O. Arras
We compare the performance of state-of-the-art person detectors for 2D range data, 3D lidar, and RGB-D data as well as selected combinations thereof in a challenging industrial use-case.
1 code implementation • 12 Jul 2020 • István Sárándi, Timm Linder, Kai O. Arras, Bastian Leibe
Heatmap representations have formed the basis of human pose estimation systems for many years, and their extension to 3D has been a fruitful line of recent research.
Ranked #1 on
3D Human Pose Estimation
on 3D Poses in the Wild Challenge
(MPJPE metric)
1 code implementation • 5 Mar 2020 • István Sárándi, Timm Linder, Kai O. Arras, Bastian Leibe
Furthermore, as the image space is decoupled from the heatmap space, the network can learn to reason about joints beyond the image boundary.
Ranked #170 on
3D Human Pose Estimation
on Human3.6M
1 code implementation • 13 Sep 2018 • István Sárándi, Timm Linder, Kai O. Arras, Bastian Leibe
In this paper we present our winning entry at the 2018 ECCV PoseTrack Challenge on 3D human pose estimation.
Ranked #234 on
3D Human Pose Estimation
on Human3.6M
2 code implementations • 28 Aug 2018 • István Sárándi, Timm Linder, Kai O. Arras, Bastian Leibe
Occlusion is commonplace in realistic human-robot shared environments, yet its effects are not considered in standard 3D human pose estimation benchmarks.
Ranked #245 on
3D Human Pose Estimation
on Human3.6M
1 code implementation • 6 Apr 2018 • Lucas Beyer, Alexander Hermans, Timm Linder, Kai O. Arras, Bastian Leibe
Detecting humans is a key skill for mobile robots and intelligent vehicles in a large variety of applications.