Publications
2009
1.
Alegre, Enrique; González-Castro, Víctor; Castejón-Limas, Manuel
Comparison of supervised and unsupervised methods to classify boar acrosomes using texture descriptors Artículo de revista
En: 2009 International Symposium ELMAR, pp. 65–70, 2009, (Publisher: IEEE).
Resumen | Enlaces | BibTeX | Etiquetas: Image classification, Sperm Analysis, Supervised vs. Unsupervised Learning, texture descriptors
@article{alegre_comparison_2009,
title = {Comparison of supervised and unsupervised methods to classify boar acrosomes using texture descriptors},
author = {Enrique Alegre and Víctor González-Castro and Manuel Castejón-Limas},
url = {https://ieeexplore.ieee.org/abstract/document/5342859},
year = {2009},
date = {2009-01-01},
urldate = {2009-01-01},
journal = {2009 International Symposium ELMAR},
pages = {65–70},
abstract = {This work compares supervised and unsupervised methods for classifying boar sperm head images based on membrane integrity. Five texture descriptors were tested, and classification was performed using LDA, QDA, k-NN, and Neural Networks. Results indicate that unsupervised methods outperform supervised ones, achieving a lower error rate of 6.11% compared to 9%.},
note = {Publisher: IEEE},
keywords = {Image classification, Sperm Analysis, Supervised vs. Unsupervised Learning, texture descriptors},
pubstate = {published},
tppubtype = {article}
}
This work compares supervised and unsupervised methods for classifying boar sperm head images based on membrane integrity. Five texture descriptors were tested, and classification was performed using LDA, QDA, k-NN, and Neural Networks. Results indicate that unsupervised methods outperform supervised ones, achieving a lower error rate of 6.11% compared to 9%.