Published August 9, 2024
| Version 1.0.0
Software
Open
Automated Indent Scanning: Artificial intelligence assisted scanning of large regular and irregular nanoindentation arrays in scanning electron microscopes
Description
Recording larger arrays of indents is a tedious and time intensive task. This project aims to automate this process through the use of the Python API provided by the Tescan microscope (SharkSEM), simple automation scripts, and the use of object detection techniques (YOLO).
Files
automated_indent_scanning-1.0.0.zip
Files
(47.1 MB)
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md5:b5361c8386eb089dab898f3094756c63
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Additional details
Related works
- Cites
- Publication: arXiv:1506.02640 (arXiv)
Dates
- Submitted
-
2024-08-09Submission to Zenodo
Software
- Repository URL
- https://git.rwth-aachen.de/tom.reclik/automated_indent_scanning
- Programming language
- Python
- Development Status
- Active
References
- Jocher, G., Chaurasia, A., & Qiu, J. (2023). Ultralytics YOLO (Version 8.0.0) [Computer software]. https://github.com/ultralytics/ultralytics
- Bradski, G. (2000). The OpenCV Library. Dr. Dobb's Journal of Software Tools.
- Clark, A. (2015). Pillow (PIL Fork) Documentation. Retrieved from https://buildmedia.readthedocs.org/media/pdf/pillow/latest/pillow.pdf
- Yadan, O. (2019). Hydra - A framework for elegantly configuring complex applications. Retrieved from https://github.com/facebookresearch/hydra
- Harris, C. R., Millman, K. J., van der Walt, S. J., Gommers, R., Virtanen, P., Cournapeau, D., … Oliphant, T. E. (2020). Array programming with NumPy. Nature, 585(7825), 357–362. doi:10.1038/s41586-020-2649-2
- Team, T. P. D. (2020). pandas-dev/pandas: Pandas (Version latest). doi:10.5281/zenodo.3509134
- Virtanen, P., Gommers, R., Oliphant, T. E., Haberland, M., Reddy, T., Cournapeau, D., … SciPy 1.0 Contributors. (2020). SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods, 17, 261–272. doi:10.1038/s41592-019-0686-2