Sperm cells segmentation in micrographic images through Lambertian reflectance model

Rosario Medina-Rodríguez; Luis Guzmán-Masías; Hugo Alatrista-Salas; Cesar Beltrán-Castañón

doi:10.1007/978-3-319-23117-4_57

Sperm cells segmentation in micrographic images through Lambertian reflectance model

Rosario Medina-Rodríguez, Luis Guzmán-Masías, Hugo Alatrista-Salas, Cesar Beltrán-Castañón

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

8 Citas (Scopus)

Resumen

Nowadays, male infertility has increased worldwide. Therefore, a rigorous analysis of sperm cells is required to diagnose this problem. Currently, this analysis is performed based on the expert opinion. In order to support the experts in fertility diagnosis, several image processing techniques have been proposed. In this paper, we present an approach that combines the Lambertian model based on surface reflectance with mathematical morphology for sperm cells segmentation in micrographic images. We have applied our approach to a set of 73 images. The results of our approach have been evaluated based on ground truth segmentations and similarity indices, finding a high correlation between our results and manual segmentation.

Idioma original	Inglés
Título de la publicación alojada	Computer analysis of images and patterns
Subtítulo de la publicación alojada	16th International Conference, CAIP 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part II
Editores	George Azzopardi, Nicolai Petkov
Lugar de publicación	Cham
Páginas	664-674
Número de páginas	11
ISBN (versión digital)	9783319231167
DOI	https://doi.org/10.1007/978-3-319-23117-4_57
Estado	Publicada - 1 ene. 2015
Publicado de forma externa	Sí
Evento	16th International Conference, CAIP 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part II - Valletta, Malta Duración: 2 set. 2015 → 4 set. 2015

Serie de la publicación

Nombre	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen	9257
ISSN (versión impresa)	0302-9743

Conferencia

Conferencia	16th International Conference, CAIP 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part II
País/Territorio	Malta
Ciudad	Valletta
Período	2/09/15 → 4/09/15

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10.1007/978-3-319-23117-4_57

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Medina-Rodríguez, R., Guzmán-Masías, L., Alatrista-Salas, H., & Beltrán-Castañón, C. (2015). Sperm cells segmentation in micrographic images through Lambertian reflectance model. En G. Azzopardi, & N. Petkov (Eds.), Computer analysis of images and patterns: 16th International Conference, CAIP 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part II (pp. 664-674). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9257).. https://doi.org/10.1007/978-3-319-23117-4_57

Medina-Rodríguez, Rosario ; Guzmán-Masías, Luis ; Alatrista-Salas, Hugo et al. / Sperm cells segmentation in micrographic images through Lambertian reflectance model. Computer analysis of images and patterns: 16th International Conference, CAIP 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part II. editor / George Azzopardi ; Nicolai Petkov. Cham, 2015. pp. 664-674 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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abstract = "Nowadays, male infertility has increased worldwide. Therefore, a rigorous analysis of sperm cells is required to diagnose this problem. Currently, this analysis is performed based on the expert opinion. In order to support the experts in fertility diagnosis, several image processing techniques have been proposed. In this paper, we present an approach that combines the Lambertian model based on surface reflectance with mathematical morphology for sperm cells segmentation in micrographic images. We have applied our approach to a set of 73 images. The results of our approach have been evaluated based on ground truth segmentations and similarity indices, finding a high correlation between our results and manual segmentation.",

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Medina-Rodríguez, R, Guzmán-Masías, L, Alatrista-Salas, H & Beltrán-Castañón, C 2015, Sperm cells segmentation in micrographic images through Lambertian reflectance model. En G Azzopardi & N Petkov (eds.), Computer analysis of images and patterns: 16th International Conference, CAIP 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part II. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 9257, Cham, pp. 664-674, 16th International Conference, CAIP 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part II

, Valletta, Malta, 2/09/15. https://doi.org/10.1007/978-3-319-23117-4_57

Sperm cells segmentation in micrographic images through Lambertian reflectance model. / Medina-Rodríguez, Rosario; Guzmán-Masías, Luis; Alatrista-Salas, Hugo et al.
Computer analysis of images and patterns: 16th International Conference, CAIP 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part II. ed. / George Azzopardi; Nicolai Petkov. Cham, 2015. p. 664-674 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9257).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

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AB - Nowadays, male infertility has increased worldwide. Therefore, a rigorous analysis of sperm cells is required to diagnose this problem. Currently, this analysis is performed based on the expert opinion. In order to support the experts in fertility diagnosis, several image processing techniques have been proposed. In this paper, we present an approach that combines the Lambertian model based on surface reflectance with mathematical morphology for sperm cells segmentation in micrographic images. We have applied our approach to a set of 73 images. The results of our approach have been evaluated based on ground truth segmentations and similarity indices, finding a high correlation between our results and manual segmentation.

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Medina-Rodríguez R, Guzmán-Masías L, Alatrista-Salas H, Beltrán-Castañón C. Sperm cells segmentation in micrographic images through Lambertian reflectance model. En Azzopardi G, Petkov N, editores, Computer analysis of images and patterns: 16th International Conference, CAIP 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part II. Cham. 2015. p. 664-674. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-23117-4_57

Sperm cells segmentation in micrographic images through Lambertian reflectance model

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