RT info:eu-repo/semantics/article
T1 Deep Convolutional Neural Support Vector Machines for the Classification of Basal Cell Carcinoma Hyperspectral Signatures
A1 Courtenay, Lloyd A.
A1 González Aguilera, Diego
A1 Lagüela López, Susana
A1 Del Pozo, Susana
A1 Ruiz Mendez, Camilo
A1 Barbero García, Inés
A1 Román Curto, Concepción
A1 Cañueto, Javier
A1 Santos Durán, Carlos
A1 Cardeñoso Álvarez, María Esther
A1 Roncero Riesco, Mónica
A1 Hernández López, David
A1 Guerrero Sevilla, Diego
A1 Rodríguez Gonzálvez, Pablo
A2 Ingeniería CartograficaGeodesica y Fotogrametria
K1 Ingenierías
K1 Basal cell carcinoma
K1 Hyperspectral sensor
K1 Computational learning
K1 Convolutional neural networks
K1 Support vector machines
AB [EN] Non-melanoma skin cancer, and basal cell carcinoma in particular, is one of the most common types of cancer. Although this type of malignancy has lower metastatic rates than other types of skin cancer, its locally destructive nature and the advantages of its timely treatment make early detection vital. The combination of multispectral imaging and artificial intelligence has arisen as a powerful tool for the detection and classification of skin cancer in a non-invasive manner. The present study uses hyperspectral images to discern between healthy and basal cell carcinoma hyperspectral signatures. Upon the combined use of convolutional neural networks, with a final support vector machine activation layer, the present study reaches up to 90% accuracy, with an area under the receiver operating characteristic curve being calculated at 0.9 as well. While the results are promising, future research should build upon a dataset with a larger number of patients.
PB MDPI
LK https://hdl.handle.net/10612/17540
UL https://hdl.handle.net/10612/17540
NO Courtenay, L. A., González-Aguilera, D., Lagüela, S., Pozo, S. D., Ruiz, C., Barbero-García, I., Román Curto, C., Cañueto, J., Santos Durán, C., Cardeñoso Álvarez, M.E., Roncero Riesco, M., Hernández López, D., Guerrero Sevilla, D., Rodríguez-Gonzalvez, P. (2022). Deep Convolutional Neural Support Vector Machines for the Classification of Basal Cell Carcinoma Hyperspectral Signatures. Journal of Clinical Medicine, 11(9), 1-13.https://doi.org/10.3390/jcm11092315
DS BULERIA. Repositorio Institucional de la Universidad de León
RD 20-may-2024