Leveraging Temporal Joint Depths for Improving 3D Human Pose Estimation in Video

no code implementations • 4 Nov 2020 • Naoki Kato, Hiroto Honda, Yusuke Uchida

The effectiveness of the approaches to predict 3D poses from 2D poses estimated in each frame of a video has been demonstrated for 3D human pose estimation.

3D Human Pose Estimation 3D Pose Estimation

Improving Multi-Person Pose Estimation using Label Correction

no code implementations • 8 Nov 2018 • Naoki Kato, Tianqi Li, Kohei Nishino, Yusuke Uchida

If a model is trained with data including such missing labels, the output of the model for the location, even though it is correct, is penalized as a false positive, which is likely to cause negative effects on the performance of the model.

Missing Labels Multi-Person Pose Estimation