Deep Learning Approach for Classifying Papanicolau Cervical Smears

Author:

Martínez-Más José1,Bueno-Crespo Andrés2,Imbernón Baldomero2,Cecilia José M.2,Martínez-España Raquel2,Remezal-Solano Manuel3,Sánchez-Espinosa Alberto4,Ortiz-Reina Sebastián4,Martínez-Cendán Juan-Pedro3

Affiliation:

1. Virgen de la Arrixaca University Clinic Hospital, Dept. of Obstetrics and Gynecology, Murcia, Spain

2. Universidad Católica de Murcia (UCAM), Murcia, Spain

3. Santa Lucía University Hospital, Dept. of Obstetrics and Gynecology, Cartagena, Spain

4. Santa Lucía University Hospital, Dept. of Pathology, Cartagena, Spain

Publisher

ACM

Reference21 articles.

1. Charles V Biscotti Andrea E Dawson Bruce Dziura Luis Galup Teresa Darragh Amir Rahemtulla and Lisa Wills-Frank. 2005. Assisted primary screening using the automated ThinPrep Imaging System. American journal of clinical pathology 123 2 (2005) 281--287. Charles V Biscotti Andrea E Dawson Bruce Dziura Luis Galup Teresa Darragh Amir Rahemtulla and Lisa Wills-Frank. 2005. Assisted primary screening using the automated ThinPrep Imaging System. American journal of clinical pathology 123 2 (2005) 281--287.

2. Quality Control of the Autopap Screening System Employed as a Primary Screening Device: Rapid Review of Smears Coded as no Further Review

3. Deborah J Chute Harumi Lim and Christina S Kong. 2010. BD focalpoint slide profiler performance with atypical glandular cells on SurePath Papanicolaou smears. Cancer cytopathology 118 2 (2010) 68--74. Deborah J Chute Harumi Lim and Christina S Kong. 2010. BD focalpoint slide profiler performance with atypical glandular cells on SurePath Papanicolaou smears. Cancer cytopathology 118 2 (2010) 68--74.

4. A feasibility study of the use of the AutoPap screening system as a primary screening and location-guided rescreening device

5. Andre Esteva Brett Kuprel Roberto A Novoa Justin Ko Susan M Swetter Helen M Blau and Sebastian Thrun. 2017. Dermatologist-level classification of skin cancer with deep neural networks. Nature 542 7639 (2017) 115. Andre Esteva Brett Kuprel Roberto A Novoa Justin Ko Susan M Swetter Helen M Blau and Sebastian Thrun. 2017. Dermatologist-level classification of skin cancer with deep neural networks. Nature 542 7639 (2017) 115.

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