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Learning to detect lymphocytes in immunohistochemistry with deep learning.
Swiderska-Chadaj Z, Pinckaers H, van Rijthoven M, Balkenhol M, Melnikova M, Geessink O, Manson Q, Sherman M, Polonia A, Parry J, Abubakar M, Litjens G, van der Laak J, Ciompi F. Swiderska-Chadaj Z, et al. Among authors: balkenhol m. Med Image Anal. 2019 Dec;58:101547. doi: 10.1016/j.media.2019.101547. Epub 2019 Aug 21. Med Image Anal. 2019. PMID: 31476576
Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer.
Ehteshami Bejnordi B, Veta M, Johannes van Diest P, van Ginneken B, Karssemeijer N, Litjens G, van der Laak JAWM; the CAMELYON16 Consortium; Hermsen M, Manson QF, Balkenhol M, Geessink O, Stathonikos N, van Dijk MC, Bult P, Beca F, Beck AH, Wang D, Khosla A, Gargeya R, Irshad H, Zhong A, Dou Q, Li Q, Chen H, Lin HJ, Heng PA, Haß C, Bruni E, Wong Q, Halici U, Öner MÜ, Cetin-Atalay R, Berseth M, Khvatkov V, Vylegzhanin A, Kraus O, Shaban M, Rajpoot N, Awan R, Sirinukunwattana K, Qaiser T, Tsang YW, Tellez D, Annuscheit J, Hufnagl P, Valkonen M, Kartasalo K, Latonen L, Ruusuvuori P, Liimatainen K, Albarqouni S, Mungal B, George A, Demirci S, Navab N, Watanabe S, Seno S, Takenaka Y, Matsuda H, Ahmady Phoulady H, Kovalev V, Kalinovsky A, Liauchuk V, Bueno G, Fernandez-Carrobles MM, Serrano I, Deniz O, Racoceanu D, Venâncio R. Ehteshami Bejnordi B, et al. Among authors: balkenhol m. JAMA. 2017 Dec 12;318(22):2199-2210. doi: 10.1001/jama.2017.14585. JAMA. 2017. PMID: 29234806 Free PMC article.
Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images.
Bejnordi BE, Zuidhof G, Balkenhol M, Hermsen M, Bult P, van Ginneken B, Karssemeijer N, Litjens G, van der Laak J. Bejnordi BE, et al. Among authors: balkenhol m. J Med Imaging (Bellingham). 2017 Oct;4(4):044504. doi: 10.1117/1.JMI.4.4.044504. Epub 2017 Dec 14. J Med Imaging (Bellingham). 2017. PMID: 29285517 Free PMC article.
1399 H&E-stained sentinel lymph node sections of breast cancer patients: the CAMELYON dataset.
Litjens G, Bandi P, Ehteshami Bejnordi B, Geessink O, Balkenhol M, Bult P, Halilovic A, Hermsen M, van de Loo R, Vogels R, Manson QF, Stathonikos N, Baidoshvili A, van Diest P, Wauters C, van Dijk M, van der Laak J. Litjens G, et al. Among authors: balkenhol m. Gigascience. 2018 Jun 1;7(6):giy065. doi: 10.1093/gigascience/giy065. Gigascience. 2018. PMID: 29860392 Free PMC article.
Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks.
Tellez D, Balkenhol M, Otte-Holler I, van de Loo R, Vogels R, Bult P, Wauters C, Vreuls W, Mol S, Karssemeijer N, Litjens G, van der Laak J, Ciompi F. Tellez D, et al. Among authors: balkenhol m. IEEE Trans Med Imaging. 2018 Sep;37(9):2126-2136. doi: 10.1109/TMI.2018.2820199. Epub 2018 Sep 2. IEEE Trans Med Imaging. 2018. PMID: 29994086
From Detection of Individual Metastases to Classification of Lymph Node Status at the Patient Level: The CAMELYON17 Challenge.
Bandi P, Geessink O, Manson Q, Van Dijk M, Balkenhol M, Hermsen M, Ehteshami Bejnordi B, Lee B, Paeng K, Zhong A, Li Q, Zanjani FG, Zinger S, Fukuta K, Komura D, Ovtcharov V, Cheng S, Zeng S, Thagaard J, Dahl AB, Lin H, Chen H, Jacobsson L, Hedlund M, Cetin M, Halici E, Jackson H, Chen R, Both F, Franke J, Kusters-Vandevelde H, Vreuls W, Bult P, van Ginneken B, van der Laak J, Litjens G. Bandi P, et al. Among authors: balkenhol m. IEEE Trans Med Imaging. 2019 Feb;38(2):550-560. doi: 10.1109/TMI.2018.2867350. IEEE Trans Med Imaging. 2019. PMID: 30716025
Deep learning assisted mitotic counting for breast cancer.
Balkenhol MCA, Tellez D, Vreuls W, Clahsen PC, Pinckaers H, Ciompi F, Bult P, van der Laak JAWM. Balkenhol MCA, et al. Lab Invest. 2019 Nov;99(11):1596-1606. doi: 10.1038/s41374-019-0275-0. Epub 2019 Jun 20. Lab Invest. 2019. PMID: 31222166 Free article.
62 results