Enhanced Disc Herniation Classification Using Grey Wolf Optimization Based on Hybrid Feature Extraction and Deep Learning Methods
Compared to other methods, such as capsule networks (CapsNet), EfficientNetB6, and DenseNet169, the proposed ResNet50-GWO-SVM approach achieved superior performance across all metrics, including accuracy, precision, recall, and F1 score, demonstrating its robustness and effectiveness in classification tasks.
Authors
- Nesrin Aydın Atasoy (ORCID: https://orcid.org/0000-0002-7188-0020)
- Yasemin Sarı (ORCID: https://orcid.org/0000-0002-2192-0565)
Institutions
- Karabük University (TR)
Publication Details
- Journal
- Tomography
- Published
- 2024-12-26
- DOI
- https://doi.org/10.3390/tomography11010001
- Primary Topic
- Medical Imaging and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.00