Francesco Ciompi
Francesco Ciompi
Radboud University Medical Center, Nijmegen
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
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
Off-the-shelf convolutional neural network features for pulmonary nodule detection in computed tomography scans
B Van Ginneken, AAA Setio, C Jacobs, F Ciompi
2015 IEEE 12th International symposium on biomedical imaging (ISBI), 286-289, 2015
Automatic classification of pulmonary peri-fissural nodules in computed tomography using an ensemble of 2D views and a convolutional neural network out-of-the-box
F Ciompi, B de Hoop, SJ van Riel, K Chung, ET Scholten, M Oudkerk, ...
Medical image analysis 26 (1), 195-202, 2015
Towards automatic pulmonary nodule management in lung cancer screening with deep learning
F Ciompi, K Chung, SJ Van Riel, AAA Setio, PK Gerke, C Jacobs, ...
Scientific reports 7 (1), 1-11, 2017
Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology
D Tellez, G Litjens, P Bándi, W Bulten, JM Bokhorst, F Ciompi, ...
Medical image analysis 58, 101544, 2019
Predicting breast tumor proliferation from whole-slide images: the TUPAC16 challenge
M Veta, YJ Heng, N Stathonikos, BE Bejnordi, F Beca, T Wollmann, ...
Medical image analysis 54, 111-121, 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
State-of-the-art deep learning in cardiovascular image analysis
G Litjens, F Ciompi, JM Wolterink, BD de Vos, T Leiner, J Teuwen, I Išgum
JACC: Cardiovascular Imaging 12 (8 Part 1), 1549-1565, 2019
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
Standardized evaluation methodology and reference database for evaluating IVUS image segmentation
S Balocco, C Gatta, F Ciompi, A Wahle, P Radeva, S Carlier, G Unal, ...
Computerized medical imaging and graphics 38 (2), 70-90, 2014
Rayleigh mixture model for plaque characterization in intravascular ultrasound
JC Seabra, F Ciompi, O Pujol, J Mauri, P Radeva, J Sanches
IEEE Transactions on Biomedical Engineering 58 (5), 1314-1324, 2011
Improving airway segmentation in computed tomography using leak detection with convolutional networks
JP Charbonnier, EM Van Rikxoort, AAA Setio, CM Schaefer-Prokop, ...
Medical image analysis 36, 52-60, 2017
HoliMAb: A holistic approach for Media–Adventitia border detection in intravascular ultrasound
F Ciompi, O Pujol, C Gatta, M Alberti, S Balocco, X Carrillo, J Mauri-Ferre, ...
Medical image analysis 16 (6), 1085-1100, 2012
Neural image compression for gigapixel histopathology image analysis
D Tellez, G Litjens, J van der Laak, F Ciompi
IEEE transactions on pattern analysis and machine intelligence, 2019
Systems and methods for detecting and displaying body lumen bifurcations
S Balocco, M Alberti, C Gatta, F Ciompi, O Pujol, X Carrillo, JM Ferre, ...
US Patent App. 13/243,571, 2012
Malignancy risk estimation of screen-detected nodules at baseline CT: comparison of the PanCan model, Lung-RADS and NCCN guidelines
SJ van Riel, F Ciompi, C Jacobs, MMW Wille, ET Scholten, M Naqibullah, ...
European radiology 27 (10), 4019-4029, 2017
Bag-of-frequencies: a descriptor of pulmonary nodules in computed tomography images
F Ciompi, C Jacobs, ET Scholten, MMW Wille, PA De Jong, M Prokop, ...
IEEE transactions on medical imaging 34 (4), 962-973, 2014
Automatic bifurcation detection in coronary IVUS sequences
M Alberti, S Balocco, C Gatta, F Ciompi, O Pujol, J Silva, X Carrillo, ...
IEEE transactions on biomedical engineering 59 (4), 1022-1031, 2012
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
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