Research group Heart-Brain axis

Research output

Research output per year 1999 2020 2021 2022 2023 2024

• 100 Article
• 13 Conference contribution
• 11 Review article
• 7 Comment/Letter to the editor
• 15 More
  • 7 Letter
  • 7 Doctoral thesis 1 (Research UU / Graduation UU)
  • 1 Editorial

Research output per year

Research output per year

Search results

• 2024

  Deep Learning for Automatic Strain Quantification in Arrhythmogenic Right Ventricular Cardiomyopathy

  Alvarez-Florez, L., Sander, J., Bourfiss, M., Tjong, F. V. Y., Velthuis, B. K. & Išgum, I., 2024, Statistical Atlases and Computational Models of the Heart. Regular and CMRxRecon Challenge Papers - 14th International Workshop, STACOM 2023, Held in Conjunction with MICCAI 2023, Revised Selected Papers. Camara, O., Puyol-Antón, E., Suinesiaputra, A., Young, A., Sermesant, M., Tao, Q. & Wang, C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 25-34 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14507 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Cardiomyopathy 100%
  • Cardiac 66%
  • Magnetic Resonance Imaging 59%
  • Quantification 57%
  • Learning 47%
• 2023

  Assessment of cerebral vascular abnormality quantification technique to aid aneurysm localization

  De Donno, G., Timmins, K. & Kuijf, H., 2023, Medical Imaging 2023: Image Perception, Observer Performance, and Technology Assessment. Mello-Thoms, C. R. & Chen, Y. (eds.). SPIE, 1246713. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12467).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Intracranial 100%
  • abnormalities 81%
  • Intracranial Aneurysm 68%
  • Aneurysm 55%
  • Atlases 40%

• Calibration techniques for node classification using graph neural networks on medical image data

  Vos, I., Bhat, I., Velthuis, B., Ruigrok, Y. & Kuijf, H., 5 Apr 2023, Medical Imaging with Deep Learning. 2023..

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  File

  • Calibration 100%
  • Deep neural networks 84%
  • Neural networks 79%
  • Decision making 15%
  • Temperature 8%
  16 Downloads (Pure)
• 2022

  Assessment of manual and automated intracranial artery diameter measurements

  Vos, I., Ophelders, M., Ruigrok, Y., Velthuis, B. & Kuijf, H., 21 Mar 2022, Conference proceedings of SPIE 12035, Medical Imaging 2022: Image Perception, Observer Performance, and Technology Assessment.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • risk factor 100%
  • detection 57%
  • analysis 25%

• Deep learning with vessel surface meshes for intracranial aneurysm detection

  Timmins, K., van der Schaaf, I., Vos, I., Ruigrok, Y., Velthuis, B. & Kuijf, H., 4 Apr 2022, Proc. SPIE 12033, Medical Imaging 2022: Computer-Aided Diagnosis. Drukker, K. & Iftekharuddin, K. M. (eds.). 120332D. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12033).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Intracranial 100%
  • Deep Learning 85%
  • Intracranial Aneurysm 68%
  • learning 67%
  • mesh 58%

• Future Unruptured Intracranial Aneurysm Growth Prediction Using Mesh Convolutional Neural Networks

  Timmins, K. M., Kamphuis, M. J., Vos, I. N., Velthuis, B. K., Schaaf, I. C. V. D. & Kuijf, H. J., 17 Dec 2022, Ethical and Philosophical Issues in Medical Imaging, Multimodal Learning and Fusion Across Scales for Clinical Decision Support, and Topological Data Analysis for Biomedical Imaging: 1st International Workshop, EPIMI 2022, 12th International Workshop, ML-CDS 2022, 2nd International Workshop, TDA4BiomedicalImaging, Held in Conjunction with MICCAI 2022, Singapore, September 18–22, 2022, Proceedings. Baxter, J. S. H., Rekik, I., Eagleson, R., Zhou, L., Syeda-Mahmood, T., Wang, H. & Hajij, M. (eds.). 1 ed. Cham: Springer, p. 103-112 10 p. (Lecture Notes in Computer Science; vol. 13755).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Aneurysm 100%
  • Neural Networks 58%
  • Convolutional neural networks 56%
  • Prediction 50%
  • Mesh 49%

• Improving automated intracranial artery labeling using atlas-based features in graph convolutional nets

  Vos, I., Ruigrok, Y., Timmins, K., Velthuis, B. & Kuijf, H., 4 Apr 2022, Conference proceedings of SPIE 12032, Medical Imaging 2022: Image Processing. Colliot, O., Isgum, I., Landman, B. A. & Loew, M. H. (eds.). Vol. 12032. 1203217 . (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12032).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Intracranial 100%
  • Angiography 81%
  • arteries 70%
  • Atlases 67%
  • Circle of Willis 65%

• Relationship between diameter asymmetry of the anterior cerebral arteries of the Circle of Willis and asymmetry in diameters and blood flow of the upstream vasculature: preliminary results

  van Tuijl, R. J., Vos, I. N., Ruigrok, Y. M., van der Schaaf, I. C., Velthuis, B. K. & Zwanenburg, J. J. M., 2022, Medical Imaging 2022: Biomedical Applications in Molecular, Structural, and Functional Imaging. Gimi, B. S. & Krol, A. (eds.). SPIE, 1203604. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12036).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Circle of Willis 100%
  • Anterior Cerebral Artery 94%
  • arteries 80%
  • blood flow 77%
  • Internal Carotid Artery 76%
• 2021

  Automatic Cerebral Vessel Extraction in TOF-MRA Using Deep Learning

  de Vos, V., Timmins, K., van der Schaaf, I., Ruigrok, Y., Velthuis, BK. & Kuijf, H., 2021, Medical Imaging 2021: Image Processing. Isgum, I. & Landman, B. A. (eds.). 115962F. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11596).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Deep Learning 100%
  • learning 78%
  • vessels 65%
  • Deep learning 64%
  • education 57%

• Variational Autoencoders with a Structural Similarity Loss in Time of Flight MRAs

  Timmins, K., van der Schaaf, I., Velthuis, BK., Ruigrok, Y. & Kuijf, H., 15 Feb 2021, Proceedings SPIE 11596, Medical Imaging 2021: Image Processing, 115963A: Image Processing. Isgum, I. & Landman, B. A. (eds.). SPIE, Vol. 11596. 115963A. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11596).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  • Magnetic Resonance 100%
  • Magnetic Resonance Spectroscopy 80%
  • Datasets 76%
  • Aneurysm 51%
  • Magnetic resonance 49%
• 2020

  Prediction of Malignant Edema Formation After Endovascular Treatment for Middle Cerebral Artery Infarction: The Added Value of Intracranial Cerebrospinal Fluid Volume

  Kauw, F., Bernsen, M. L. E., de Jong, H. W. A. M., Kappelle, J., Velthuis, BK., van der worp, B., van der Lugt, A., Roos, Y. B., Hofmeijer, J., Dankbaar, J. W. & Bennink, E., 12 Feb 2020, INTERNATIONAL STROKE CONFERENCE 2020: ACUTE NEUROIMAGING ORAL ABSTRACTS II. Vol. 51. A58

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Middle Cerebral Artery Infarction 100%
  • Cerebrospinal Fluid 78%
  • Edema 73%
  • Stroke 38%
  • ROC Curve 28%
• 2013

  Computer-aided Diagnosis of acute ischemic stroke based on cerebral hypoperfusion using 4D CT angiography

  Charbonnier, J. P., Smit, E. J., Viergever, M. A., Velthuis, B. K. & Vos, P. C., 2013, Medical Imaging 2013: Computer-Aided Diagnosis. 867012. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 8670).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Computer-aided Diagnosis 100%
  • Angiography 93%
  • angiography 70%
  • Stroke 70%
  • Computer aided diagnosis 66%
  2 Citations (Scopus)
• 2012

  Intracranial aneurysm growth quantification in CTA

  Firouzian, A., Manniesing, R., Metz, C. T., Klein, S., Velthuis, B. K., Rinkel, G. J. E., Van Der Lugt, A. & Niessen, W. J., 14 May 2012, Medical Imaging 2012: Image Processing. Vol. 8314. 831448

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Intracranial 100%
  • Intracranial Aneurysm 68%
  • Aneurysm 43%
  • Volume 35%
  • Growth 31%