Publications
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Direct Automatic Coronary Calcium Scoring in Cardiac and Chest CT
de Vos, Bob D, Wolterink, Jelmer M, Leiner, Tim, de Jong, Pim A, Lessmann, Nikolas, Isgum, Ivana
Feb
2019
in
IEEE Transactions on Medical Imaging
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A deep learning framework for unsupervised affine and deformable image registration
de Vos, Bob D., Berendsen, Floris F., Viergever, Max A., Sokooti, Hessam, Staring, Marius, Išgum, Ivana
Feb
2019
in
Medical Image Analysis
52
p. 128-143
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Response monitoring of breast cancer on DCE-MRI using convolutional neural network-generated seed points and constrained volume growing
van der Velden, BHM, de Vos, Bob D., Loo, Claudette E., Kuijf, HJ, Isgum, I, Gilhuijs, KG
feb
2019 in SPIE Medical Imaging: p. (; vol. )
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Coronary calcium scoring with partial volume correction in anthropomorphic thorax phantom and screening chest CT images
Šprem, Jurica, De Vos, Bob D., Lessmann, Nikolas, Van Hamersvelt, Robbert W., Greuter, Marcel J.W., De Jong, Pim A., Leiner, Tim, Viergever, Max A., Išgum, Ivana
Dec
2018
in
PLoS ONE [E]
13
(12),
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Impact of automatically detected motion artifacts on coronary calcium scoring in chest computed tomography
Šprem, Jurica, De Vos, Bob D., Lessmann, Nikolas, De Jong, Pim A., Viergever, Max A., Išgum, Ivana
Oct
2018
in
Journal of Medical Imaging
5
(4),
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Automatic calcium scoring in low-dose chest CT using deep neural networks with dilated convolutions
Lessmann, Nikolas, van Ginneken, Bram, Zreik, M, de Jong, Pim A., de Vos, Bob D., Viergever, Max A., Isgum, Ivana
2018
in
IEEE Transactions on Medical Imaging
37
(2),
p. 615-625
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Erratum to: Automatic determination of cardiovascular risk by CT attenuation correction maps in Rb-82 PET/CT
Išgum, Ivana, de Vos, Bob D, Wolterink, Jelmer M, Dey, Damini, Berman, Daniel S., Rubeaux, Mathieu, Leiner, Tim, Slomka, Piotr J.
2018
in
Journal of Nuclear Cardiology
25
(6),
p. 2143
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Automatic determination of cardiovascular risk by CT attenuation correction maps in Rb-82 PET/CT
Išgum, Ivana, de Vos, Bob D, Wolterink, Jelmer M, Dey, Damini, Berman, Daniel S, Rubeaux, Mathieu, Leiner, Tim, Slomka, Piotr J
2018
in
Journal of Nuclear Cardiology
25
(6),
p. 2133-2142
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End-to-end unsupervised deformable image registration with a convolutional neural network
de Vos, Bob D., Berendsen, Floris, Viergever, Max A., Staring, Marius, Išgum, Ivana
2017 in Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support - 3rd International Workshop, DLMIA 2017 and 7th International Workshop, ML-CDS 2017 Held in Conjunction with MICCAI 2017, Proceedings: Springer Verlag p. 204-212 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10553 LNCS)
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Nonrigid image registration using multi-scale 3D convolutional neural networks
Sokooti, Hessam, de Vos, Bob, Berendsen, Floris, Lelieveldt, Boudewijn P.F., Išgum, Ivana, Staring, Marius
2017 in Medical Image Computing and Computer Assisted Intervention − MICCAI 2017 - 20th International Conference, Proceedings: Springer Verlag p. 232-239 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10433 LNCS)
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ConvNet-Based Localization of Anatomical Structures in 3D Medical Images
de Vos, Bob, Wolterink, Jelmer, de Jong, Pim, Leiner, Tim, Viergever, Max, Isgum, Ivana
2017
in
IEEE Transactions on Medical Imaging
36
(7),
p. 1470-1481
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Automatic segmentation of the left ventricle in cardiac CT angiography using convolutional neural networks
Zreik, M, Leiner, Tim, De Vos, Bob D., Van Hamersvelt, Robbert W., Viergever, Max A., Isgum, Ivana
jun
2016 in 2016 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2016 - Proceedings: IEEE Computer Society Press p. 40-43 (Proceedings / IEEE International Symposium on Biomedical Imaging: from nano to macro. IEEE International Symposium on Biomedical Imaging ; vol. 2016 - June)
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Automatic coronary artery calcium scoring in cardiac CT angiography using paired convolutional neural networks
Wolterink, Jelmer M, Leiner, Tim, de Vos, Bob D, van Hamersvelt, Robbert W, Viergever, Max A, Išgum, Ivana
Dec
2016
in
Medical Image Analysis
34
p. 123-136
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Multiethnic Exome-Wide Association Study of Subclinical Atherosclerosis
Natarajan, Pradeep, Bis, Joshua C, Bielak, Lawrence F, Cox, Amanda J, Dörr, Marcus, Feitosa, Mary F, Franceschini, Nora, Guo, Xiuqing, Hwang, Shih-Jen, Isaacs, Aaron, Jhun, Min A, Kavousi, Maryam, Li-Gao, Ruifang, Lyytikäinen, Leo-Pekka, Marioni, Riccardo E, Schminke, Ulf, Stitziel, Nathan O, Tada, Hayato, van Setten, Jessica, Smith, Albert V, Vojinovic, Dina, Yanek, Lisa R, Yao, Jie, Yerges-Armstrong, Laura M, Amin, Najaf, Baber, Usman, Borecki, Ingrid B, Carr, J Jeffrey, Chen, Yii-Der Ida, Cupples, L Adrienne, de Jong, Pim A, de Koning, Harry, de Vos, Bob D, Demirkan, Ayse, Fuster, Valentin, Franco, Oscar H, Goodarzi, Mark O, Harris, Tamara B, Heckbert, Susan R, Heiss, Gerardo, Hoffmann, Udo, Hofman, Albert, Išgum, Ivana, Jukema, J Wouter, Kähönen, Mika, Kardia, Sharon L R, Kral, Brian G, Launer, Lenore J, Massaro, Joseph, Mehran, Roxana, CHARGE Consortium
Dec
2016
in
Circulation-Cardiovascular genetics
9
(6),
p. 511-520
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Automatic Coronary Artery Calcium Scoring on Radiotherapy Planning CT Scans of Breast Cancer Patients: Reproducibility and Association with Traditional Cardiovascular Risk Factors
Gernaat, Sofie A M, Išgum, Ivana, de Vos, Bob D, Takx, RAP, Young-Afat, Danny A, Rijnberg, Noor, Grobbee, Diederick E, van der Graaf, Yolanda, de Jong, Pim A, Leiner, Tim, van den Bongard, Desiree H J, Pignol, Jean-Philippe, Verkooijen, Helena M
2016
in
PLoS ONE [E]
11
(12),
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Automatic slice identification in 3D medical images with a ConvNet regressor
de Vos, Bob D., Viergever, Max A., de Jong, Pim A., Išgum, Ivana
2016 in Deep Learning and Data Labeling for Medical Applications:First International Workshop, LABELS 2016, and Second International Workshop, DLMIA 2016, Held in Conjunction with MICCAI 2016, Athens, Greece, October 21, 2016, Proceedings Springer Verlag p. 161-169 (Lecture Notes in Computer Science ; vol. 10008 )
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Deep convolutional neural networks for automatic coronary calcium scoring in a screening study with low-dose chest CT
Lessmann, Nikolas, Išgum, Ivana, Setio, Arnaud A A, De Vos, Bob D., Ciompi, Francesco, De Jong, Pim A., Oudkerk, Matthijs, Mali, Willem P Th M, Viergever, Max A., Van Ginneken, Bram
2016 in Medical Imaging 2016: Computer-Aided Diagnosis: SPIE p. (Proceedings of SPIE; vol. 9785 )
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Automatic detection of cardiovascular risk in CT attenuation correction maps in Rb-82 PET/CTs
Išgum, Ivana, De Vos, Bob D., Wolterink, Jelmer M., Dey, Damini, Berman, Daniel S., Rubeaux, Mathieu, Leiner, Tim, Slomka, Piotr J.
2016 in Medical Imaging 2016: Image Processing: SPIE p. (Proceedings of SPIE; vol. 9784)
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Genome-wide association study of coronary and aortic calcification in lung cancer screening CT
De Vos, Bob D., Van Setten, Jessica, De Jong, Pim A., Mali, WPTM, Oudkerk, Matthijs, Viergever, Max A., Išgum, Ivana
2016 in Medical Imaging 2016: Image Processing: SPIE p. (Proceedings of SPIE; vol. 9784)
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Supervised novelty detection in brain tissue classification with an application to white matter hyperintensities
Kuijf, Hugo J., Moeskops, Pim, De Vos, Bob D., Bouvy, Willem H., De Bresser, Jeroen, Biessels, Geert Jan, Viergever, Max A., Vincken, Koen L.
2016 in Medical Imaging 2016:Image Processing: 1–3 March 2016 San Diego, California, United States SPIE p. (Proceedings of SPIE; vol. 9784)
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2D image classification for 3D anatomy localization: Employing deep convolutional neural networks
De Vos, Bob D., Wolterink, Jelmer M., De Jong, Pim A., Viergever, Max A., Išgum, Ivana
2016 in Medical Imaging 2016:Image Processing : 1–3 March 2016 San Diego, California, United States SPIE p. (Proceedings of SPIE; vol. 9784 )
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An evaluation of automatic coronary artery calcium scoring methods with cardiac CT using the orCaScore framework
Wolterink, Jelmer M, Leiner, Tim, de Vos, Bob D, Coatrieux, Jean-Louis, Kelm, B Michael, Kondo, Satoshi, Salgado, Rodrigo A, Shahzad, Rahil, Shu, Huazhong, Snoeren, Miranda, Takx, Richard A P, van Vliet, Lucas J, van Walsum, Theo, Willems, Tineke P, Yang, Guanyu, Zheng, Yefeng, Viergever, Max A, Išgum, Ivana
2016
in
Medical Physics
43
(5),
p. 2361-2373
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Automatic machine learning based prediction of cardiovascular events in lung cancer screening data
de Vos, Bob D., de Jong, Pim A., Wolterink, Jelmer M., Vliegenthart, Rosemarijn, Wielingen, Geoffery V. F., Viergever, Max A., Isgum, I
2015 in MEDICAL IMAGING 2015: COMPUTER-AIDED DIAGNOSIS: SPIE-INT SOC OPTICAL ENGINEERING p. (Proceedings of SPIE; vol. 9414)