User: Guest  Login
Title:

SAM-X: sorting algorithm for musculoskeletal x-ray radiography.

Document type:
Journal Article
Author(s):
Hinterwimmer, Florian; Consalvo, Sarah; Wilhelm, Nikolas; Seidl, Fritz; Burgkart, Rainer H H; von Eisenhart-Rothe, Rüdiger; Rueckert, Daniel; Neumann, Jan
Abstract:
OBJECTIVE: To develop a two-phased deep learning sorting algorithm for post-X-ray image acquisition in order to facilitate large musculoskeletal image datasets according to their anatomical entity. METHODS: In total, 42,608 unstructured and pseudonymized radiographs were retrieved from the PACS of a musculoskeletal tumor center. In phase 1, imaging data were sorted into 1000 clusters by a self-supervised model. A human-in-the-loop radiologist assigned weak, semantic labels to all clusters and cl...     »
Journal title abbreviation:
Eur Radiol
Year:
2023
Journal volume:
33
Journal issue:
3
Pages contribution:
1537-1544
Fulltext / DOI:
doi:10.1007/s00330-022-09184-6
Pubmed ID:
http://view.ncbi.nlm.nih.gov/pubmed/36307553
Print-ISSN:
0938-7994
TUM Institution:
Institut für Diagnostische und Interventionelle Radiologie (Prof. Makowski); Institut für KI und Informatik in der Medizin (Prof. Rückert); Klinik und Poliklinik für Orthopädie und Sportorthopädie (Prof. von Eisenhart-Rothe); Klinik und Poliklinik für Unfallchirurgie (Prof. Biberthaler)
 BibTeX