Comprehensive full-vessel segmentation and volumetric plaque quantification for intracoronary optical coherence tomography using deep learning
The developed multiclass semantic segmentation method for intracoronary OCT images demonstrated promising capabilities for various classes, while having included difficult frames, such as those containing artefacts or destabilized plaques. This algorithm is an important step towards comprehensive and standardized OCT image interpretation.
Authors
- Pierandrea Cancian (ORCID: https://orcid.org/0000-0001-5191-6180)
- Jan‐Quinten Mol (ORCID: https://orcid.org/0000-0002-8609-1550)
- Jos Thannhauser (ORCID: https://orcid.org/0000-0001-8605-0436)
- Mathias Prokop (ORCID: https://orcid.org/0000-0001-8157-8055)
- Bram van Ginneken (ORCID: https://orcid.org/0000-0003-2028-8972)
- Joske van der Zande (ORCID: https://orcid.org/0000-0002-4998-6363)
- Rick H. J. A. Volleberg (ORCID: https://orcid.org/0000-0001-7471-1006)
- Niels van Royen (ORCID: https://orcid.org/0000-0001-6136-8640)
- Silvan C. Quax (ORCID: https://orcid.org/0000-0001-6685-1789)
- Simone Saitta (ORCID: https://orcid.org/0000-0002-3974-5945)
- Tomasz Roleder (ORCID: https://orcid.org/0000-0002-1370-7369)
- Ivana Išgum (ORCID: https://orcid.org/0000-0003-1869-5034)
- Clara I. Sánchez
- Xiaojin Gu
- Kensuke Nishimiya (ORCID: https://orcid.org/0009-0008-4518-6458)
- Ruben G.A. van der Waerden (ORCID: https://orcid.org/0009-0007-8462-1216)
- Thijs J. Luttikholt (ORCID: https://orcid.org/0000-0002-7706-5000)
Institutions
- Wrocław University of Science and Technology (PL)
- Radboud University Nijmegen (NL)
- Tohoku University (JP)
- University Medical Center (US)
- Radboud University Medical Center (NL)
- University Hospital and Clinics (US)
- Amsterdam University Medical Centers (NL)
- Analysis Group (United States) (US)
- University of Amsterdam (NL)
Publication Details
- Journal
- European Heart Journal - Digital Health
- Published
- 2025-03-15
- DOI
- https://doi.org/10.1093/ehjdh/ztaf021
- Citations
- 6
- Primary Topic
- Coronary Interventions and Diagnostics
- Type
- article
- Field-Weighted Citation Impact
- 12.04
Funders
- Abbott Laboratories
- Health~Holland
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek
- Ministerie van Economische Zaken en Klimaat
- Abbott Vascular