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Camera Calibration using DLT

An example of camera calibration using direct linear transformation (DLT).

The initial DLT estimate is updated with geometric error minimization using non-linear optimization.

For a written explanation of DLT and the code, see N. Krishna's original blog post.

pinhole camera model

TODOs

  • calibration/geometry.py
  • calibration/losses.py
  • calibration/projection.py
  • camera-calibration.ipynb

Setup

git clone https://github.com/DiTo97/camera-calibration.git
cd camera-calibration
python -m venv venv
source venv/bin/activate
python -m pip install --upgrade pip
python -m pip install -r requirements.txt

Then, just play with camera-calibration.ipynb on Jupyter.