Bob de Vos

Publications

• 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
• 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
• 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. )
• CNN-based Landmark Detection in Cardiac CTA Scans
  Noothout, JMH, de Vos, BD, Wolterink, JM, Leiner, T, Isgum, I jul 2018 in Medical Imaging with Deep Learning. MIDL Amsterdam: p. 1-11 (; vol. )
• Automatic segmentation of thoracic aorta segments in low-dose chest CT
  Noothout, Julia M.H., De Vos, Bob D., Wolterink, Jelmer M., Išgum, Ivana mar 2018 in Medical Imaging 2018:Image Processing SPIE p. (Spie Medical Imaging Proceedings; vol. 10574)
• Automatic segmentation of thoracic aorta segments in low-dose chest CT
  Noothout, JMH, de Vos, BD, Wolterink, JM, Isgum, I mar 2018 at Medical Imaging 2018: Image Processing: SPIE
• 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),
• 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),
• 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
• 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
• 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
• 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)
• 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)
• Classification of coronary artery calcifications according to motion artifacts in chest CT using a convolutional neural network
  Sprem, J, De Vos, Bob D., De Jong, Pim A., Viergever, Max A., Išgum, Ivana 2017 in Medical Imaging 2017: Image Processing: SPIE p. (; vol. )
• 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
• 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)
• 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
• 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
• 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),
• 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 )
• 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 )
• 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)
• 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)
• 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)
• 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 )
• 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
• 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)