Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025)

Andrew Brown; Victoria Porter; Alexander Baine; Richard Gault

Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025)

Andrew Brown^*, Victoria Porter^*, Alexander Baine^*, Richard Gault

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	2025 IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Publication status	Accepted - 12 Mar 2025
Event	International Symposium on Biomedical Imaging - Hyatt Regency Houston Downtown, Houston, United States Duration: 14 Apr 2025 → 17 Apr 2025 Conference number: 22 https://biomedicalimaging.org/2025/

Publication series

Name	IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings
ISSN (Print)	1945-7928
ISSN (Electronic)	1945-8452

Conference

Conference	International Symposium on Biomedical Imaging
Abbreviated title	ISBI
Country/Territory	United States
City	Houston
Period	14/04/2025 → 17/04/2025
Internet address	https://biomedicalimaging.org/2025/

Keywords

H&E staining
mitotic figures
Mitotic figure detection

ASJC Scopus subject areas

Computer Vision and Pattern Recognition

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

https://www.kaggle.com/competitions/glioma-mcd-2025

Embargoed Document

Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025)
Accepted author manuscript, 440 KB
Licence: CC BY
Embargo ends: 25/05/2025

Deep learning for processing histopathology images
Moyes, A. (Author), Ji, M. (Supervisor) & Gault, R. (Supervisor), Jul 2021
Student thesis: Doctoral Thesis › Doctor of Philosophy

File

2 Conference contribution
2 Meeting abstract
1 Article
1 Working paper

Optimising diffusion models for histopathology image synthesis
Porter, V., Gault, R., Craig, S. & James, J., 01 Jan 2025, Proceedings of the 35th British Machine Vision Conference (BMVC 2024). British Machine Vision Association
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Open Access
File
Using GANs to visualise class-specific features in digital histopathology images
Little, C., Gault, R., Craig, S. & James, J., 15 Aug 2024, AIiH 2024: International Conference on AI in Healthcare: Proceedings. Springer, p. 235-247 13 p. (Springer Lecture Notes in Computer Science; vol. 14976).
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Open Access
File
35 Downloads (Pure)
A deep learning alternative to regional molecular testing for HPV status
Craig, S. G., Gault, R., McCombe, K. D., Moyes, A., Sun, Y., Wang, T., Schache, A., Jones, T. M., Risk, J. M., Gunning, P., Gaborieau, V., Brennan, P., Abedi-Ardekani, B. & James, J. A., 15 Sept 2023, In: Clinical Cancer Research. 29, 18_Supplement
Research output: Contribution to journal › Meeting abstract › peer-review

Open Access

Cite this

Brown, A., Porter, V., Baine, A., & Gault, R. (Accepted/In press). Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025). In 2025 IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings (IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://www.kaggle.com/competitions/glioma-mcd-2025

Brown, Andrew ; Porter, Victoria ; Baine, Alexander et al. / Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025). 2025 IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings. Institute of Electrical and Electronics Engineers Inc., 2025. (IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings).

@inproceedings{b16fe7752e594b479353a292aba218a9,

title = "Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025)",

keywords = "H&E staining, mitotic figures, Mitotic figure detection",

author = "Andrew Brown and Victoria Porter and Alexander Baine and Richard Gault",

year = "2025",

month = mar,

day = "12",

language = "English",

series = "IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2025 IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings",

address = "United States",

note = "International Symposium on Biomedical Imaging , ISBI ; Conference date: 14-04-2025 Through 17-04-2025",

url = "https://biomedicalimaging.org/2025/",

}

Brown, A , Porter, V , Baine, A & Gault, R 2025, Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025). in 2025 IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings. IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings, Institute of Electrical and Electronics Engineers Inc., International Symposium on Biomedical Imaging , Houston, Texas, United States, 14/04/2025. <https://www.kaggle.com/competitions/glioma-mcd-2025>

Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025). / Brown, Andrew ; Porter, Victoria ; Baine, Alexander et al.
2025 IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings. Institute of Electrical and Electronics Engineers Inc., 2025. (IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025)

AU - Brown, Andrew

AU - Porter, Victoria

AU - Baine, Alexander

AU - Gault, Richard

N1 - Conference code: 22

PY - 2025/3/12

Y1 - 2025/3/12

KW - H&E staining

KW - mitotic figures

KW - Mitotic figure detection

M3 - Conference contribution

T3 - IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings

BT - 2025 IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - International Symposium on Biomedical Imaging

Y2 - 14 April 2025 through 17 April 2025

ER -

Brown A , Porter V , Baine A , Gault R. Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025). In 2025 IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings. Institute of Electrical and Electronics Engineers Inc. 2025. (IEEE International Symposium on Biomedical Imaging (ISBI): Proceedings).

Train for stain: adapting for diverse H&E staining profiles across centers in classification of mitotic figures (GLIOMA-MDC 2025)

Publication series

Conference

Keywords

ASJC Scopus subject areas

UN SDGs

Access to Document

Embargoed Document

Student theses

Deep learning for processing histopathology images

Research output

Optimising diffusion models for histopathology image synthesis

Using GANs to visualise class-specific features in digital histopathology images

A deep learning alternative to regional molecular testing for HPV status

Cite this