Artificial intelligence in interventional radiology: state of the art
- PMID: 38693468
- PMCID: PMC11063019
- DOI: 10.1186/s41747-024-00452-2
Artificial intelligence in interventional radiology: state of the art
Abstract
Artificial intelligence (AI) has demonstrated great potential in a wide variety of applications in interventional radiology (IR). Support for decision-making and outcome prediction, new functions and improvements in fluoroscopy, ultrasound, computed tomography, and magnetic resonance imaging, specifically in the field of IR, have all been investigated. Furthermore, AI represents a significant boost for fusion imaging and simulated reality, robotics, touchless software interactions, and virtual biopsy. The procedural nature, heterogeneity, and lack of standardisation slow down the process of adoption of AI in IR. Research in AI is in its early stages as current literature is based on pilot or proof of concept studies. The full range of possibilities is yet to be explored.Relevance statement Exploring AI's transformative potential, this article assesses its current applications and challenges in IR, offering insights into decision support and outcome prediction, imaging enhancements, robotics, and touchless interactions, shaping the future of patient care.Key points• AI adoption in IR is more complex compared to diagnostic radiology.• Current literature about AI in IR is in its early stages.• AI has the potential to revolutionise every aspect of IR.
Keywords: Artificial intelligence; Deep learning; Machine learning; Neural networks (computer); Radiology (interventional).
© 2024. The Author(s).
Conflict of interest statement
LMS is a member of the Advisory Editorial Board for
Similar articles
-
Interventional Radiology ex-machina: impact of Artificial Intelligence on practice.Radiol Med. 2021 Jul;126(7):998-1006. doi: 10.1007/s11547-021-01351-x. Epub 2021 Apr 16. Radiol Med. 2021. PMID: 33861421 Free PMC article. Review.
-
An Introductory Guide to Artificial Intelligence in Interventional Radiology: Part 1 Foundational Knowledge.Can Assoc Radiol J. 2024 Aug;75(3):558-567. doi: 10.1177/08465371241236376. Epub 2024 Mar 6. Can Assoc Radiol J. 2024. PMID: 38445497 Review.
-
Artificial Intelligence, Augmented Reality, and Virtual Reality Advances and Applications in Interventional Radiology.Diagnostics (Basel). 2023 Feb 27;13(5):892. doi: 10.3390/diagnostics13050892. Diagnostics (Basel). 2023. PMID: 36900036 Free PMC article. Review.
-
Prime Time for Artificial Intelligence in Interventional Radiology.Cardiovasc Intervent Radiol. 2022 Mar;45(3):283-289. doi: 10.1007/s00270-021-03044-4. Epub 2022 Jan 14. Cardiovasc Intervent Radiol. 2022. PMID: 35031822 Free PMC article. Review.
-
Use of Artificial Intelligence in Non-Oncologic Interventional Radiology: Current State and Future Directions.Dig Dis Interv. 2021;5(4):331-337. doi: 10.1055/s-0041-1726300. Epub 2021 Jul 17. Dig Dis Interv. 2021. PMID: 35005333 Free PMC article.
Cited by
-
[Interventional radiology - Training and career opportunities].Radiologie (Heidelb). 2025 Jan;65(1):47-51. doi: 10.1007/s00117-024-01382-1. Epub 2024 Dec 9. Radiologie (Heidelb). 2025. PMID: 39652225 Free PMC article. German. No abstract available.
-
AI and Interventional Radiology: A Narrative Review of Reviews on Opportunities, Challenges, and Future Directions.Diagnostics (Basel). 2025 Apr 1;15(7):893. doi: 10.3390/diagnostics15070893. Diagnostics (Basel). 2025. PMID: 40218243 Free PMC article. Review.
-
Deep cross entropy fusion for pulmonary nodule classification based on ultrasound Imagery.Front Oncol. 2025 Apr 4;15:1514779. doi: 10.3389/fonc.2025.1514779. eCollection 2025. Front Oncol. 2025. PMID: 40255427 Free PMC article.
-
Revolutionizing Radiology With Artificial Intelligence.Cureus. 2024 Oct 29;16(10):e72646. doi: 10.7759/cureus.72646. eCollection 2024 Oct. Cureus. 2024. PMID: 39474591 Free PMC article. Review.
-
Artificial Intelligence in Interventional Pain Management: Opportunities, Challenges, and Future Directions.Transl Med UniSa. 2024 Nov 21;26(2):134-137. doi: 10.37825/2239-9747.1064. eCollection 2024. Transl Med UniSa. 2024. PMID: 40171090 Free PMC article. No abstract available.