《Phase division and recognition of crystal HRTEM images based on machine learning and deep learning》

Environment

Tensorflow==2.6.0, and corresponding versions of cuda and keras, If anything else is missing, just install it with PIP or Conda

usage

python test.py

result saved in ./res/experiment_id/args_id

rely

@article{ZHANG2024103665,
title = {Phase division and recognition of crystal HRTEM images based on machine learning and deep learning},
journal = {Micron},
pages = {103665},
year = {2024},
issn = {0968-4328},
doi = {https://doi.org/10.1016/j.micron.2024.103665},
url = {https://www.sciencedirect.com/science/article/pii/S0968432824000829},
author = {Quan Zhang and Liang Yang and Ru Bai and Bo Peng and Yangyi Liu and Chang Duan and Chao Zhang},
keywords = {HRTEM, PCA, NMF, U-net, Phase identification, Computer vision},
}

@article{ZHANG2023103402,
title = {FFT pattern recognition of crystal HRTEM image with deep learning},
journal = {Micron},
volume = {166},
pages = {103402},
year = {2023},
issn = {0968-4328},
doi = {https://doi.org/10.1016/j.micron.2022.103402},
url = {https://www.sciencedirect.com/science/article/pii/S0968432822001986},
author = {Quan Zhang and Ru Bai and Bo Peng and Zhen Wang and Yangyi Liu},
keywords = {High-resolution transmission electron microscope, Computer vision, Attention mechanism, Local contrast, Phase identification, Deep Learning}
}

@article{JANY2020102800,
title = {Automatic microscopic image analysis by moving window local Fourier Transform and Machine Learning},
journal = {Micron},
volume = {130},
pages = {102800},
year = {2020},
issn = {0968-4328},
doi = {https://doi.org/10.1016/j.micron.2019.102800},
url = {https://www.sciencedirect.com/science/article/pii/S0968432819302331},
author = {Benedykt R. Jany and Arkadiusz Janas and Franciszek Krok},
keywords = {Microscopy, Image analysis, Machine Learning, PCA, NMF}
}