FFT based image registration
Project description
Imreg is a Python library that implements an FFT-based technique for translation, rotation and scale-invariant image registration [1].
- Author:
- Organization:
Laboratory for Fluorescence Dynamics, University of California, Irvine
- License:
BSD 3-Clause
- Version:
2021.6.6
Requirements
Matplotlib 3.3 (optional for plotting)
Notes
Imreg is no longer being actively developed.
This implementation is mainly for educational purposes.
An improved version is being developed at https://github.com/matejak/imreg_dft.
References
An FFT-based technique for translation, rotation and scale-invariant image registration. BS Reddy, BN Chatterji. IEEE Transactions on Image Processing, 5, 1266-1271, 1996
An IDL/ENVI implementation of the FFT-based algorithm for automatic image registration. H Xiea, N Hicksa, GR Kellera, H Huangb, V Kreinovich. Computers & Geosciences, 29, 1045-1055, 2003.
Image Registration Using Adaptive Polar Transform. R Matungka, YF Zheng, RL Ewing. IEEE Transactions on Image Processing, 18(10), 2009.
Examples
>>> im0 = imread('t400') >>> im1 = imread('Tr19s1.3') >>> im2, scale, angle, (t0, t1) = similarity(im0, im1) >>> imshow(im0, im1, im2)
>>> im0 = imread('t350380ori') >>> im1 = imread('t350380shf') >>> t0, t1 = translation(im0, im1) >>> t0, t1 (20, 50)
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