Personal profile
Current Research Interests
My main research focus is bioimage analysis and digital pathology. I am especially interested in developing new and practical approaches to analyse whole slide scans of tissue, collaborating with pathologists and other researchers to apply these methods to answer important biomedical questions.
A major challenge in working with whole slide images is their size and complexity: a typical scan may be up to 50 GB in size and contain several million cells. The analysis of these datasets involves combining conventional image processing and machine learning techniques with deep learning to interrogate the data at multiple resolutions.
My work is motivated by the belief that it is not only important to develop new algorithms, but also to make these algorithms efficient, intuitive and accessible to other researchers. With this in mind, I created the QuPath open source digital pathology platform. This software is used by labs across the world for a wide range of image analysis applications, and I continue to develop and maintain QuPath as part of my work.
Websites
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Collaborations and top research areas from the last five years
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QuPath: Open source software for digital pathology image analysis
Bankhead, P., Loughrey, M. B., Fernández, J. A., Dombrowski, Y., McArt, D. G., Dunne, P. D., McQuaid, S., Gray, R. T., Murray, L. J., Coleman, H. G., James, J. A., Salto-Tellez, M. & Hamilton, P. W., 4 Dec 2017, In: Scientific Reports. 7, 7 p., 16878.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Developing image analysis methods for digital pathology
Bankhead, P., 28 Apr 2022, (E-pub ahead of print) In: The Journal of Pathology.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Developing open-source software for bioimage analysis: opportunities and challenges
Levet, F., Carpenter, A. E., Eliceiri, K. W., Kreshuk, A., Bankhead, P. & Haase, R., 19 Apr 2021, In: F1000Research. 10, p. 302Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Regulatory T cells promote myelin regeneration in the central nervous system
Dombrowski, Y., O'Hagan, T., Dittmer, M., Penalva, R., Mayoral, S. R., Bankhead, P., Fleville, S., Eleftheriadis, G., Zhao, C., Naughton, M., Hassan, R., Moffat, J., Falconer, J., Boyd, A., Hamilton, P., Allen, I. V., Kissenpfennig, A., Moynagh, P. N., Evergren, E. & Perbal, B. & 5 others, , May 2017, In: Nature Neuroscience. 20, 5, p. 674-680 7 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Fast retinal vessel detection and measurement using wavelets and edge location refinement
Bankhead, P., Scholfield, C. N., McGeown, J. G. & Curtis, T. M., 2012, In: PLoS ONE. 7, 3, p. e32435Research output: Contribution to journal › Article › peer-review
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QuPath: Advanced open platform for next generation bioimage analysis
Bankhead, P. (Principal Investigator)
1/01/23 → 31/12/27
Project: Research
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QuPath: Advanced open platform for next generation bioimage analysis
Bankhead, P. (Principal Investigator)
1/11/21 → 31/10/26
Project: Research
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QuPath: Boosting bioimageanalysis for users & developers (EOSS4)
Bankhead, P. (Principal Investigator)
1/09/21 → 31/07/25
Project: Research
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QuPath: Boosting bioimageanalysis for users & developers (EOSS4)
Bankhead, P. (Principal Investigator)
Non-EU industry, commerce and public corporations
1/09/21 → 31/08/23
Project: Research
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Pathology education in the digital era: combining histopathology, analysis and AI through open software
Bankhead, P. (Principal Investigator)
1/06/21 → 30/04/23
Project: Research
Datasets
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Supplementary Files for Re-Generating Manual Analyses in 'GelGenie: an AI-powered framework for gel electrophoresis image analysis'
Aquilina, M. (Creator), Wu, N. (Creator), Kwan, K. (Creator), Bušić, F. (Creator), Dodd, J. (Creator), Nicolás-Sáenz, L. (Creator), O'Callaghan, A. (Creator), Bankhead, P. (Creator) & Dunn, K. (Creator), Zenodo, 6 Feb 2025
Dataset
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Segmented Gel Electrophoresis Images used for Training GelGenie Models
Aquilina, M. (Creator), Wu, N. (Creator), Kwan, K. (Creator), Bušić, F. (Creator), Dodd, J. (Creator), Nicolás-Sáenz, L. (Creator), O'Callaghan, A. (Creator), Bankhead, P. (Creator), Dunn, K. (Creator), Wang, S. S. (Contributor), Zhao, Y. (Contributor), Mayer, T. (Contributor), Cui, H. (Contributor), Reis, J. (Contributor) & Törner, R. (Contributor), Zenodo, 13 Jan 2025
DOI: 10.5281/zenodo.14641949, https://github.com/mattaq31/GelGenie
Dataset