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Maschenka Balkenhol MD, PhD
Maschenka Balkenhol MD, PhD
Pathology Resident & Researcher, Computational Pathology, Radboudumc
Verified email at radboudumc.nl - Homepage
Title
Cited by
Cited by
Year
Diagnostic assessment of deep learning algorithms for detection of lymph node metastases in women with breast cancer
BE Bejnordi, M Veta, PJ Van Diest, B Van Ginneken, N Karssemeijer, ...
Jama 318 (22), 2199-2210, 2017
28792017
From detection of individual metastases to classification of lymph node status at the patient level: the camelyon17 challenge
P Bandi, O Geessink, Q Manson, M Van Dijk, M Balkenhol, M Hermsen, ...
IEEE transactions on medical imaging 38 (2), 550-560, 2018
5022018
1399 H&E-stained sentinel lymph node sections of breast cancer patients: the CAMELYON dataset
G Litjens, P Bandi, B Ehteshami Bejnordi, O Geessink, M Balkenhol, ...
GigaScience 7 (6), giy065, 2018
3472018
Whole-slide mitosis detection in H&E breast histology using PHH3 as a reference to train distilled stain-invariant convolutional networks
D Tellez, M Balkenhol, I Otte-Höller, R van de Loo, R Vogels, P Bult, ...
IEEE transactions on medical imaging 37 (9), 2126-2136, 2018
2512018
Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images
BE Bejnordi, G Zuidhof, M Balkenhol, M Hermsen, P Bult, B van Ginneken, ...
Journal of Medical Imaging 4 (4), 044504-044504, 2017
2072017
Learning to detect lymphocytes in immunohistochemistry with deep learning
Z Swiderska-Chadaj, H Pinckaers, M Van Rijthoven, M Balkenhol, ...
Medical image analysis 58, 101547, 2019
1302019
HookNet: Multi-resolution convolutional neural networks for semantic segmentation in histopathology whole-slide images
M Van Rijthoven, M Balkenhol, K Siliņa, J Van Der Laak, F Ciompi
Medical image analysis 68, 101890, 2021
1262021
Artificial intelligence assistance significantly improves Gleason grading of prostate biopsies by pathologists
W Bulten, M Balkenhol, JJA Belinga, A Brilhante, A Çakır, L Egevad, ...
Modern Pathology 34 (3), 660-671, 2021
1172021
Automated detection of DCIS in whole-slide H&E stained breast histopathology images
BE Bejnordi, M Balkenhol, G Litjens, R Holland, P Bult, N Karssemeijer, ...
IEEE transactions on medical imaging 35 (9), 2141-2150, 2016
1042016
Deep learning assisted mitotic counting for breast cancer
MCA Balkenhol, D Tellez, W Vreuls, PC Clahsen, H Pinckaers, F Ciompi, ...
Laboratory investigation 99 (11), 1596-1606, 2019
882019
Resolution-agnostic tissue segmentation in whole-slide histopathology images with convolutional neural networks
P Bándi, M Balkenhol, B van Ginneken, J van der Laak, G Litjens
PeerJ 7, e8242, 2019
592019
H and E stain augmentation improves generalization of convolutional networks for histopathological mitosis detection
D Tellez, M Balkenhol, N Karssemeijer, G Litjens, J van der Laak, ...
Medical Imaging 2018: Digital Pathology 10581, 264-270, 2018
532018
Histological subtypes in triple negative breast cancer are associated with specific information on survival
MCA Balkenhol, W Vreuls, CAP Wauters, SJJ Mol, JAWM van der Laak, ...
Annals of Diagnostic Pathology 46, 151490, 2020
332020
Deep learning and manual assessment show that the absolute mitotic count does not contain prognostic information in triple negative breast cancer
MCA Balkenhol, P Bult, D Tellez, W Vreuls, PC Clahsen, F Ciompi, ...
Cellular Oncology 42, 555-569, 2019
232019
Optimized tumour infiltrating lymphocyte assessment for triple negative breast cancer prognostics
MCA Balkenhol, F Ciompi, Ż Świderska-Chadaj, R van de Loo, M Intezar, ...
The Breast 56, 78-87, 2021
222021
Interobserver variability in the assessment of stromal tumor-infiltrating lymphocytes (sTILs) in triple-negative invasive breast carcinoma influences the association with …
MR Van Bockstal, A François, S Altinay, L Arnould, M Balkenhol, ...
Modern Pathology 34 (12), 2130-2140, 2021
202021
Sonographic phenotypes of molecular subtypes of invasive ductal cancer in automated 3-D breast ultrasound
JCM van Zelst, M Balkenhol, T Tan, M Rutten, M Imhof-Tas, P Bult, ...
Ultrasound in medicine & biology 43 (9), 1820-1828, 2017
142017
Convolutional neural networks for lymphocyte detection in immunohistochemically stained whole-slide images
Z Swiderska-Chadaj, H Pinckaers, M van Rijthoven, M Balkenhol, ...
Open Review, 2018
132018
Continual learning strategies for cancer-independent detection of lymph node metastases
P Bándi, M Balkenhol, M Van Dijk, M Kok, B van Ginneken, ...
Medical Image Analysis 85, 102755, 2023
112023
Deep learning for fully-automated nuclear pleomorphism scoring in breast cancer
C Mercan, M Balkenhol, R Salgado, M Sherman, P Vielh, W Vreuls, ...
NPJ breast cancer 8 (1), 120, 2022
112022
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