Geert Litjens
Geert Litjens
Radboud University Medical Center
Verified email at - Homepage
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A survey on deep learning in medical image analysis
G Litjens, T Kooi, BE Bejnordi, AAA Setio, F Ciompi, M Ghafoorian, ...
Medical image analysis 42, 60-88, 2017
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
Pulmonary nodule detection in ct images: false positive reduction using multi-view convolutional networks
AAA Setio, F Ciompi, G Litjens, P Gerke, C Jacobs, SJ van Riel, ...
IEEE transactions on medical imaging 35 (5), 1160-1169, 2016
Deep learning as a tool for increased accuracy and efficiency of histopathological diagnosis
G Litjens, CI Sánchez, N Timofeeva, M Hermsen, I Nagtegaal, I Kovacs, ...
Scientific reports 6, 26286, 2016
Large scale deep learning for computer aided detection of mammographic lesions
T Kooi, G Litjens, B van Ginneken, A Gubern-Mérida, CI Sánchez, R Mann, ...
Medical Image Analysis 35, 303-312, 2017
Evaluation of prostate segmentation algorithms for MRI: the PROMISE12 challenge
G Litjens, R Toth, W van de Ven, C Hoeks, S Kerkstra, B van Ginneken, ...
Medical Image Analysis, 2013
Computer-aided detection of prostate cancer in MRI
G Litjens, O Debats, J Barentsz, N Karssemeijer, H Huisman
IEEE transactions on medical imaging 33 (5), 1083-1092, 2014
Assessment of prostate cancer aggressiveness using dynamic contrast-enhanced magnetic resonance imaging at 3 T
EK Vos, GJS Litjens, T Kobus, T Hambrock, CA Hulsbergen-van de Kaa, ...
European urology 64 (3), 448-455, 2013
Stain specific standardization of whole-slide histopathological images
BE Bejnordi, G Litjens, N Timofeeva, I Otte-Höller, A Homeyer, ...
IEEE transactions on medical imaging 35 (2), 404-415, 2015
Location sensitive deep convolutional neural networks for segmentation of white matter hyperintensities
M Ghafoorian, N Karssemeijer, T Heskes, IWM Uden, CI Sanchez, ...
Scientific Reports 7 (1), 5110, 2017
Using deep learning to segment breast and fibroglandular tissue in MRI volumes
MU Dalmış, G Litjens, K Holland, A Setio, R Mann, N Karssemeijer, ...
Medical physics 44 (2), 533-546, 2017
Differentiation of prostatitis and prostate cancer by using diffusion-weighted MR imaging and MR-guided biopsy at 3 T
KNA Nagel, MG Schouten, T Hambrock, GJS Litjens, CMA Hoeks, ...
Radiology 267 (1), 164-172, 2013
A large annotated medical image dataset for the development and evaluation of segmentation algorithms
AL Simpson, M Antonelli, S Bakas, M Bilello, K Farahani, B van Ginneken, ...
arXiv preprint arXiv:1902.09063, 2019
The importance of stain normalization in colorectal tissue classification with convolutional networks
F Ciompi, O Geessink, BE Bejnordi, GS De Souza, A Baidoshvili, G Litjens, ...
2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017 …, 2017
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, 2017
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
In-depth tissue profiling using multiplexed immunohistochemical consecutive staining on single slide
R Remark, T Merghoub, N Grabe, G Litjens, D Damotte, JD Wolchok, ...
Science Immunology 1 (1), aaf6925-aaf6925, 2016
Interpatient Variation in Normal Peripheral Zone Apparent Diffusion Coefficient: Effect on the Prediction of Prostate Cancer Aggressiveness
GJS Litjens, T Hambrock, C Hulsbergen–van de Kaa, JO Barentsz, ...
Radiology 265 (1), 260-266, 2012
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
A pattern recognition approach to zonal segmentation of the prostate on MRI
G Litjens, O Debats, W van de Ven, N Karssemeijer, H Huisman
International Conference on Medical Image Computing and Computer-Assisted …, 2012
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