Enhancing cervical cancer detection and robust classification through a fusion of deep learning models
Abstract Cervical cancer, the second most prevalent cancer affecting women, arises from abnormal cell growth in the cervix, a crucial anatomical structure within the uterus. The significance of early detection cannot be overstated, prompting the use of various screening methods such as Pap smears, c...
| Published in: | Scientific Reports |
|---|---|
| Main Authors: | Sandeep Kumar Mathivanan, Divya Francis, Saravanan Srinivasan, Vaibhav Khatavkar, Karthikeyan P, Mohd Asif Shah |
| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2024-05-01
|
| Subjects: | |
| Online Access: | https://doi.org/10.1038/s41598-024-61063-w |
Similar Items
Diagnosis of Cervical Cancer Using Texture and Morphological Features in Pap Smear Images
by: Hamid Hosseinabadi, et al.
Published: (2020-09-01)
by: Hamid Hosseinabadi, et al.
Published: (2020-09-01)
Cervical Pap smear is gold diagnostic tool for cervical cancer
by: Manal Abd Ali, et al.
Published: (2013-06-01)
by: Manal Abd Ali, et al.
Published: (2013-06-01)
Knowledge, Attitude and Practice of Workers about The Cervical Cancer and Pap Smear in The College of Nursing
by: Nuha Alwandawi, et al.
Published: (2014-12-01)
by: Nuha Alwandawi, et al.
Published: (2014-12-01)
COMPARISON OF CONVENTIONAL PAP SMEAR AND LIQUID-BASED CYTOLOGY IN DETECTING CERVICAL ABNORMALITIES
by: Secerovic Djelila
Published: (2024-08-01)
by: Secerovic Djelila
Published: (2024-08-01)
Evaluation of Cervical Cytology in Patients using Colposcopy and Cervical Biopsy in Al-Zahraa Hospital
by: Olfat Al buhairi, et al.
Published: (2025-01-01)
by: Olfat Al buhairi, et al.
Published: (2025-01-01)
Segmentation and Classification Techniques for Pap Smear Images in Detecting Cervical Cancer: A Systematic Review
by: Betelhem Zewdu Wubineh, et al.
Published: (2024-01-01)
by: Betelhem Zewdu Wubineh, et al.
Published: (2024-01-01)
Evaluation of cervical cytological abnormalities in Turkish population
by: Remzi Atilgan, et al.
Published: (2012-01-01)
by: Remzi Atilgan, et al.
Published: (2012-01-01)
Comparison of deep transfer learning models for classification of cervical cancer from pap smear images
by: Harmanpreet Kaur, et al.
Published: (2025-01-01)
by: Harmanpreet Kaur, et al.
Published: (2025-01-01)
FREQUENCY OF ABNORMAL PAP SMEAR AND ASSESSMENT OF RISK FACTORS FOR CERVICAL CANCER IN AN OUTPATIENT CLINIC
by: Firdous Jahan, et al.
Published: (2008-07-01)
by: Firdous Jahan, et al.
Published: (2008-07-01)
FREQUENCY OF ABNORMAL PAP SMEAR AND ASSESSMENT OF RISK FACTORS FOR CERVICAL CANCER IN AN OUTPATIENT CLINIC
by: Firdous Jahan, et al.
Published: (2008-07-01)
by: Firdous Jahan, et al.
Published: (2008-07-01)
Comparison of cervical colposcopic findings with Pap smear of colposcopiy candidates referred to Amiralmomenin Hospital in 2016-2018
by: Mahas Daei-Sarraf, et al.
Published: (2022-11-01)
by: Mahas Daei-Sarraf, et al.
Published: (2022-11-01)
Detection of Cervix Cancer from Pap-smear Images
by: Fatma Betül Akyol, et al.
Published: (2020-08-01)
by: Fatma Betül Akyol, et al.
Published: (2020-08-01)
Significance Of Cervical Cytology Screening (Pap Smear) In The Detection Of Precancerous Cervical Lesions
by: Issraa A. Al-Shammari, et al.
Published: (2007-10-01)
by: Issraa A. Al-Shammari, et al.
Published: (2007-10-01)
Assessment Of Knowledge, Attitudes, And Behaviors Regarding Cervical Cancer And Pap Smear Screening Test Among Women Aged 20 And Above
by: Burak Resul Çiftçi, et al.
Published: (2026-04-01)
by: Burak Resul Çiftçi, et al.
Published: (2026-04-01)
Prevalence of cervical cytology abnormalities and its correlation with HPV infection among different age groups: Single institution five-year experience
by: Nina Čamdžić, et al.
Published: (2025-08-01)
by: Nina Čamdžić, et al.
Published: (2025-08-01)
Cervical Cancer and Pap Smear Health Belief Level in Women Applying to Cancer Early Diagnosis Screening and Training Center
by: Çağla Yiğitbaş, et al.
Published: (2020-09-01)
by: Çağla Yiğitbaş, et al.
Published: (2020-09-01)
Distribution of pathologic smear results and histopathologic agreement in precancerous cervical lesions
by: Eser Colak, et al.
Published: (2020-12-01)
by: Eser Colak, et al.
Published: (2020-12-01)
Cytological pattern of cervical papanicolaou smear in eastern region of Saudi Arabia
by: Magdy Hassan Balaha, et al.
Published: (2011-01-01)
by: Magdy Hassan Balaha, et al.
Published: (2011-01-01)
Assessment of women's knowledge about cytology as a prophylactic method in cervical cancer
by: Arkadiusz Standyło, et al.
Published: (2020-09-01)
by: Arkadiusz Standyło, et al.
Published: (2020-09-01)
Role of Pap smear in the screening of cervical cancer: A hospital based study
by: Niraj Nepal, et al.
Published: (2019-09-01)
by: Niraj Nepal, et al.
Published: (2019-09-01)
Awareness Of Cervical Cancer Screening Among Paramedical Staff and Students in An Institution of Northern India
by: Manisha Gupta, et al.
Published: (2013-06-01)
by: Manisha Gupta, et al.
Published: (2013-06-01)
Cervical Cancer Awareness and Practice of Pap Smear Test Among Women with Gynecological Problems
by: Meena Thapa
Published: (2018-06-01)
by: Meena Thapa
Published: (2018-06-01)
Nurses’ Attitude About Pap Smear As An Early Screening Method For Cervical Cancer In The Private Hospital
by: Marlina Elfrida Sinaga, et al.
Published: (2020-10-01)
by: Marlina Elfrida Sinaga, et al.
Published: (2020-10-01)
Knowledge and awareness toward cervical cancer screening and prevention among the professional college female students
by: Saranya Manikandan, et al.
Published: (2019-01-01)
by: Saranya Manikandan, et al.
Published: (2019-01-01)
Factors Influencing the Cervical Cancer Screening uptake among Medical Lecturers at Faculty of Medicine Universitas Padjadjaran
by: Sri Yusnita Irda Sari, et al.
Published: (2019-12-01)
by: Sri Yusnita Irda Sari, et al.
Published: (2019-12-01)
Optimizing Cervical Cancer Classification with SVM and Improved Genetic Algorithm on Pap Smear Images
by: S. Umamaheswari, et al.
Published: (2024-04-01)
by: S. Umamaheswari, et al.
Published: (2024-04-01)
Awareness Regarding Cervical Cancer And Pap Smear Test As A Screening Tool Among Married And Unmarried Females Of Karachi
by: Warda Zanib, et al.
Published: (2019-08-01)
by: Warda Zanib, et al.
Published: (2019-08-01)
Determination Of State Of Women To Have Pap Smear Test And The Associated Factors
by: Meral Kılıç
Published: (2018-12-01)
by: Meral Kılıç
Published: (2018-12-01)
Increasing attendance in a cervical cancer screening programme by personal invitation: experience of a Lithuanian primary health care centre
by: Rūta Kurtinaitienė, et al.
Published: (2016-11-01)
by: Rūta Kurtinaitienė, et al.
Published: (2016-11-01)
Servikal Kanser Tanılamasında 19-64 Yaş Arası Kadınların Pap-Smear Kullanımına İlişkin Tutumları
by: Vildan Kulaç, et al.
Published: (2023-08-01)
by: Vildan Kulaç, et al.
Published: (2023-08-01)
Evaluation of cervical cytological abnormalities in correlation with clinical findings in Iraqi patients
by: Zainab Abbas Hassooni, et al.
Published: (2024-01-01)
by: Zainab Abbas Hassooni, et al.
Published: (2024-01-01)
Screening for Cervical Cancer by Sequential Examination of the Cervix
by: Wassan N. Hassan, et al.
Published: (2020-12-01)
by: Wassan N. Hassan, et al.
Published: (2020-12-01)
Cervical cancer risk levels among women aged 30-65 and factors affecting compliance with the national cervical cancer screening standards
by: Bennur Koca, et al.
Published: (2023-03-01)
by: Bennur Koca, et al.
Published: (2023-03-01)
A Deep Learning Ensemble Method to Assist Cytopathologists in Pap Test Image Classification
by: Débora N. Diniz, et al.
Published: (2021-07-01)
by: Débora N. Diniz, et al.
Published: (2021-07-01)
Pap smear in Early Detection of Cervical Precancerous Lesions in Erbil
by: Avin Wlya Muhammad, et al.
Published: (2024-03-01)
by: Avin Wlya Muhammad, et al.
Published: (2024-03-01)
CERVICAL CYTOLOGY PATTERNS AT TERTIARY CARE CENTER IN URBAN SETTING OF PAKISTAN
by: Aaisha Aman, et al.
Published: (2019-04-01)
by: Aaisha Aman, et al.
Published: (2019-04-01)
A Survey on Association of P16 Protein and Uterine Cervical Dysplasia
by: Babak Izadi, et al.
Published: (2011-02-01)
by: Babak Izadi, et al.
Published: (2011-02-01)
Cervical cancer vaccination awareness and acceptance among the females of Punjab, Pakistan
by: Sadia Minhas, et al.
Published: (2020-04-01)
by: Sadia Minhas, et al.
Published: (2020-04-01)
Knowledge, Attitude and Practices about Cervical Cancer and Screening among Nurses of a Tertiary Care Centre in Western India
by: Rohan J Kosambiya, et al.
Published: (2018-06-01)
by: Rohan J Kosambiya, et al.
Published: (2018-06-01)
Cervical Cancer Screening Using Liquid-based Cytology and its Histopathological Correlation
by: C Sunitha, et al.
Published: (2025-06-01)
by: C Sunitha, et al.
Published: (2025-06-01)
Similar Items
-
Diagnosis of Cervical Cancer Using Texture and Morphological Features in Pap Smear Images
by: Hamid Hosseinabadi, et al.
Published: (2020-09-01) -
Cervical Pap smear is gold diagnostic tool for cervical cancer
by: Manal Abd Ali, et al.
Published: (2013-06-01) -
Knowledge, Attitude and Practice of Workers about The Cervical Cancer and Pap Smear in The College of Nursing
by: Nuha Alwandawi, et al.
Published: (2014-12-01) -
COMPARISON OF CONVENTIONAL PAP SMEAR AND LIQUID-BASED CYTOLOGY IN DETECTING CERVICAL ABNORMALITIES
by: Secerovic Djelila
Published: (2024-08-01) -
Evaluation of Cervical Cytology in Patients using Colposcopy and Cervical Biopsy in Al-Zahraa Hospital
by: Olfat Al buhairi, et al.
Published: (2025-01-01)
