Medizinische Universität Graz Austria/Österreich - Forschungsportal - Medical University of Graz
Gewählte Publikation:
SHR Neuro Krebs Kardio Lipid Stoffw Microb
Maktabi, M; Köhler, H; Ivanova, M; Neumuth, T; Rayes, N; Seidemann, L; Sucher, R; Jansen-Winkeln, B; Gockel, I; Barberio, M; Chalopin, C.
Classification of hyperspectral endocrine tissue images using support vector machines.
Int J Med Robot. 2020; 16(5):1-10
Doi: 10.1002/rcs.2121
Web of Science
PubMed
FullText
FullText_MUG
- Co-Autor*innen der Med Uni Graz
- Sucher Robert
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- Abstract:
- BACKGROUND: Thyroidectomy is one of the most commonly performed surgical procedures. The region of the neck has a very complex structural organization. It would be beneficial to introduce a tool that can assist the surgeon in tissue discrimination during the procedure. One such solution is the noninvasive and contactless technique, called hyperspectral imaging (HSI). METHODS: To interpret the HSI data, we implemented a supervised classification method to automatically discriminate the parathyroid, the thyroid, and the recurrent laryngeal nerve from surrounding tissue(muscle, skin) and materials (instruments, gauze). A leave-one-patient-out cross-validation was performed. RESULTS: The best performance was obtained using support vector machine (SVM) with a classification and visualization in less than 1.4 seconds. A mean patient accuracy of 68% ± 23% was obtained for all tissues and material types. CONCLUSIONS: The proposed method showed promising results and have to be confirmed on a larger cohort of patient data.
- Find related publications in this database (using NLM MeSH Indexing)
- Humans - administration & dosage
- Support Vector Machine - administration & dosage
- Thyroid Gland - diagnostic imaging, surgery
- Thyroidectomy - administration & dosage
- Find related publications in this database (Keywords)
- computer assisted surgery
- head and neck
- imaged guided surgery
- intraoperative imaging
- surgery
- thyroidectomy