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globalign's Introduction

globalign

A library for fast FFT-computed global mutual information-based rigid alignment using the GPU.

Requirements: Python3.8.8, PyTorch 1.8.1, numpy, scipy, sklearn
(CUDA-compatible GPU for GPU acceleration.)

Related to the article (if you use this code, please cite it):
Johan Öfverstedt, Joakim Lindblad, and Nataša Sladoje. Fast computation of mutual information in the frequency domain with applications to global multimodal image alignment. Pattern Recognition Letters, Vol. 159, pp. 196-203, 2022. doi:10.1016/j.patrec.2022.05.022

Preprint: https://arxiv.org/abs/2106.14699

To use the library, please see the included example script "example.py".

Author of the code:
Johan Öfverstedt

globalign's People

Contributors

johanofverstedt avatar joakimlindblad avatar

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