Single Image-based Detection of Bacterial Swarming Motility via Deep Learning
We present a deep learning-based classifier that can predict bacterial swarming from a single blurry image with a long integration time, providing a rapid, accurate, and quantitative solution suited for high-throughput microbiology settings.
Authors
- Aydogan Özcan (ORCID: https://orcid.org/0000-0002-0717-683X)
- Yuxuan Qi (ORCID: https://orcid.org/0000-0002-5927-815X)
- Sridhar Mani (ORCID: https://orcid.org/0000-0003-4132-6157)
- Nivedita Mani (ORCID: https://orcid.org/0000-0002-9843-4629)
- Keelan O’Riordan
- Hao Li (ORCID: https://orcid.org/0000-0002-6008-8644)
- Weijie Chen (ORCID: https://orcid.org/0000-0002-5356-7575)
- Yuzhu Li (ORCID: https://orcid.org/0009-0007-1570-0324)
- Tairan Liu (ORCID: https://orcid.org/0000-0001-6157-425X)
Publication Details
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1364/cleo_at.2025.aa108_6
- Primary Topic
- Cell Image Analysis Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00