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image_raw's Introduction

Image Tools

This repo has a few implementations of image alignment, pattern recognition algorithms, and example of how to work with RAW images It uses OpenCV and Scikit-Image packages to open and analyze images as matrices. It uses rawpy to open RAW images and work as matrices. It uses ffmpeg-python to make time-lapse videso from a set of images.

  • Houghs Transform finds edges in the image via gradient computation to then fit circles or lines. Is good to find lines and cirles in a image. I used to find the Sun disk in eclipse images and cut square stamps to center the sun and make a time-lapse. See tutorial.
  • Feature Alignment first find features in the image to then find the transformation metween then with RANSAC algorthm.
  • Enhanced Correlation Coeafficeint Maximization finds the transofrmation by maximizing the correlation coeafficient between the images.
  • Rotation Alignment fing the best agle that minimizes resiuals in an image and applies the transformation.
  • FFT phase correlation finds the best tranlation in the FFT space.

Examples

Hougs Transform to find the Sun Disk and make stamps from my 2023 Annular solar eclipse images.

Sun Eclipse

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