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3d-pose's Introduction

3DPose

Introduction

This repository contains a multi-view optical motion capture system with support 3D visualizations. It includes a multi-camera calibration tool.

It is composed by the following modules:

  • Capture module:
    • Sinchronized capture using Optitrack cameras (but can easily be extended to any type of camera by implementing the adequate interfaces)
    • Dynamic 2D visualization of the cameras feed
  • Calibration module:
    • For intrinsics: charuco based calibration [1][2]
    • For extrinsics: charuco board pose estimation + nister 5-point algorithm [3]
    • Dynamic 3D visualization of calibration board
  • Human pose estimation module:
    • OpenPose 3D module with CERES non-linear optimization [4]

Libraries

The following libraries were used:

  • OpenCV 4.1.0 + Contrib Modules (aruco)
  • OptiTrack Camera SDK 2.1.1
  • OpenPose 1.5 (customized)
  • VTK 8.2
  • Boost 1.67

References

[1] S. Garrido-Jurado, R. Muñoz-Salinas, F. J. Madrid-Cuevas, and M. J. Marín-Jiménez, "Automatic generation and detection of highly reliable fiducial markers under occlusion", PR, 2014.

[2] Z. Zhang, "A flexible new technique for camera calibration," TPAMI, 2000.

[3] D. Nister, "An efficient solution to the five-point relative pose problem," TPAMI, 2004.

[4] C. Zhe, S. Tomas, W. Shih-En, S. Yaser, "Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields", CVPR, 2017.

3d-pose's People

Contributors

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3d-pose's Issues

How to build this project?

I try to build this project, but it seems to lack some details.

Does this project support Ubuntu?

How to integrate openpose in this project?

about system requirement and camera

Hi Sespede, Thank you for your great job, there are some questions for me:)

Can I replace OptiTrack with another camera? What does this need to do?
What is the system requirement? Can I run it on mac?

I spent a lot of time configuring the environment but it didn't work. Could you package it into docker?

Thank you~

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