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Pose Estimation from Keypoints

Usage

Run

roslaunch rcta_object_pose_detection rcta_object_pose_detection.launch

to start the pose estimation.

Installation

For the keypoint base pose estimation, pytorch must be installed.
I run with version 1.7.1.

Pip seems to only offers up to version 1.4 for python2.7, so the keypoint detector node is set to run with python 3.

Optimization

The pose optimization depends on gtsam.

gtsam does not appear to be able to be built with catkin_make.

Instead, you should use catkin_make_isolated or catkin build.

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Pose Estimation from keypoint detection

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  • C++ 95.5%
  • CMake 2.8%
  • Other 1.7%