PoseViz – Multi-person, multi-camera 3D human pose visualization tool built using Mayavi.

Related tags

Deep Learning 3d-visualization 3d-viewer 3d-human-pose
Overview

PoseViz – 3D Human Pose Visualizer

Multi-person, multi-camera 3D human pose visualization tool built using Mayavi. As used in MeTRAbs visualizations.

This repo does not contain pose estimation code, only the visualization part.

Gist of usage

import poseviz

viz = poseviz.PoseViz(...)
camera = poseviz.Camera(...)
for frame in frames:
    bounding_boxes, poses3d = run_pose_estimation_model(frame)
    viz.update(frame=frame, boxes=bounding_boxes, poses=poses3d, camera=camera)

The main feature of this tool is that the graphical event loop is hidden from the library user. We want to write code in terms of the prediction loop of the human pose estimator, not from the point of view of the visualizer tool.

Behind the scenes, this is achieved through forking a dedicated visualization process and passing new scene information via multiprocessing queues.

Detailed docs TBA.

Installation

Install Mayavi via Conda (the Mayavi pip package has compilation problems), clone this repo and install PoseViz via pip.

conda install mayavi -c conda-forge
pip install .

Then run demo.py to test if installation was successful.

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Comments
  • get 3d pose rotation angle ?

    get 3d pose rotation angle ?

    i notice you use mayavi, can we get the 3d pose rotation angle with parent-children by this project or other module ? i try to shoe the result 3d pose in UE, can you give me some advices ? maybe it needs to change to smpl pose ?

    opened by luoww1992 1
  • Demo launch is failed

    Demo launch is failed

    I have an error when I execute python demo.py

      File "/home/ivan/miniconda3/envs/metrabs/lib/python3.8/multiprocessing/process.py", line 315, in _bootstrap
    self.run()
  File "/home/ivan/miniconda3/envs/metrabs/lib/python3.8/multiprocessing/process.py", line 108, in run
    self._target(*self._args, **self._kwargs)
  File "/home/ivan/Desktop/poseviz/poseviz/poseviz.py", line 311, in _main_visualize
    viz.run_loop()
  File "/home/ivan/Desktop/poseviz/poseviz/poseviz.py", line 155, in run_loop
    _ = mlab.animate(delay=delay, ui=False)(self.animate)(fig)
  File "/home/ivan/miniconda3/envs/metrabs/lib/python3.8/site-packages/mayavi/tools/animator.py", line 248, in _wrapper
    return decorator(Wrapper(function).decorator_call, function)
  File "/home/ivan/.local/lib/python3.8/site-packages/decorator.py", line 262, in decorator
    return decorate(_func, caller)
  File "/home/ivan/.local/lib/python3.8/site-packages/decorator.py", line 250, in decorate
    fun = FunctionMaker.create(
  File "/home/ivan/.local/lib/python3.8/site-packages/decorator.py", line 213, in create
    self = cls(func, name, signature, defaults, doc, module)
  File "/home/ivan/.local/lib/python3.8/site-packages/decorator.py", line 143, in __init__
    raise TypeError('You are decorating a non function: %s' % func)
TypeError: You are decorating a non function: <bound method PoseVizMayaviSide.animate of <poseviz.poseviz.PoseVizMayaviSide object at 0x7fcd9eb0f0a0>>
    opened by 4ku 0
  • The demo problem

    The demo problem

    Hello, I tried to run the demo.py, but the output is as follows：

    The X11 connection broke: No error (code 0) XIO: fatal IO error 22 (Invalid argument) on X server "localhost:10.0" after 400 requests (400 known processed) with 0 events remaining.

    And I found it happened after this line: viz = poseviz.PoseViz(joint_names, joint_edges)

    How to solve it? My operating system is Ubuntu 18.04.5 LTS.

    opened by LeeHY-1 0
Owner
István Sárándi
PhD candidate at RWTH Aachen University, making robots and machines see people better
István Sárándi
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