Deep learning based detection of collateral circulation in coronary angiographies

no code implementations • 8 Jan 2024 • Cosmin-Andrei Hatfaludi, Daniel Bunescu, Costin Florian Ciusdel, Alex Serban, Karl Bose, Marc Oppel, Stephanie Schroder, Christopher Seehase, Harald F. Langer, Jeanette Erdmann, Henry Nording, Lucian Mihai Itu

We propose a novel deep learning based method to detect CCC in angiographic images.

Coronary Artery Segmentation Few-Shot Learning

Privacy-Preserving Medical Image Classification through Deep Learning and Matrix Decomposition

no code implementations • 31 Aug 2023 • Andreea Bianca Popescu, Cosmin Ioan Nita, Ioana Antonia Taca, Anamaria Vizitiu, Lucian Mihai Itu

The capability of DL algorithms to extract relevant information from secured data is assessed on a task of angiographic view classification based on obfuscated frames.

Image Classification Medical Image Classification +2

Generation of Radiology Findings in Chest X-Ray by Leveraging Collaborative Knowledge

no code implementations • 18 Jun 2023 • Manuela Daniela Danu, George Marica, Sanjeev Kumar Karn, Bogdan Georgescu, Awais Mansoor, Florin Ghesu, Lucian Mihai Itu, Constantin Suciu, Sasa Grbic, Oladimeji Farri, Dorin Comaniciu

Among all the sub-sections in a typical radiology report, the Clinical Indications, Findings, and Impression often reflect important details about the health status of a patient.

Image Captioning Language Modelling +1