Application of EfficientNet‐B0 and GRU‐based deep learning on classifying the colposcopy diagnosis of precancerous cervical lesions
Abstract Background Colposcopy is indispensable for the diagnosis of cervical lesions. However, its diagnosis accuracy for high‐grade squamous intraepithelial lesion (HSIL) is at about 50%, and the accuracy is largely dependent on the skill and experience of colposcopists. The advancement in computa...
| Published in: | Cancer Medicine |
|---|---|
| Main Authors: | Xiaoyue Chen, Xiaowen Pu, Zhirou Chen, Lanzhen Li, Kong‐Nan Zhao, Haichun Liu, Haiyan Zhu |
| Format: | Article |
| Language: | English |
| Published: |
Wiley
2023-04-01
|
| Subjects: | |
| Online Access: | https://doi.org/10.1002/cam4.5581 |
Similar Items
HPV status and colposcopy: key predictors in cervical cancer and precancerous lesion diagnosis
by: Sıtkı Özbilgeç, et al.
Published: (2025-10-01)
by: Sıtkı Özbilgeç, et al.
Published: (2025-10-01)
The Role of Colposcopy in Women with Normal Cytology and High-risk Human Papilloma Virus Positivity, Except for Types 16 and 18
by: Necim Yalçın, et al.
Published: (2025-06-01)
by: Necim Yalçın, et al.
Published: (2025-06-01)
Factors Associated with Concordance between Colposcopy-Directed Cervical Biopsy and Loop Electrosurgical Excision Procedure: A Retrospective Cohort Study
by: Necim Yalcin, et al.
Published: (2025-04-01)
by: Necim Yalcin, et al.
Published: (2025-04-01)
The Accuracy of Cytology, Colposcopy and Pathology in Evaluating Precancerous Cervical Lesions
by: Liana Pleş, et al.
Published: (2022-08-01)
by: Liana Pleş, et al.
Published: (2022-08-01)
Potential of trichloroacetic acid (TCA) for cervical precancerous lesions treatment in Indonesia
by: I Gde Sastra Winata, et al.
Published: (2022-04-01)
by: I Gde Sastra Winata, et al.
Published: (2022-04-01)
The value of endocervical curettage for diagnosis of cervical precancers or worse at colposcopy of women with atypical glandular cells cytology
by: Yusha Chen, et al.
Published: (2024-12-01)
by: Yusha Chen, et al.
Published: (2024-12-01)
Efficacy and Safety of Thermocoagulation vs. Cryotherapy for Cervical Precancerous Lesions: A Systematic Review and Meta-Analysis
by: Jie Liu, et al.
Published: (2024-03-01)
by: Jie Liu, et al.
Published: (2024-03-01)
Evaluating the Feasibility of Machine-Learning-Based Predictive Models for Precancerous Cervical Lesions in Patients Referred for Colposcopy
by: Mingyang Chen, et al.
Published: (2022-12-01)
by: Mingyang Chen, et al.
Published: (2022-12-01)
Colposcopy: A Valuable Screening Tool for the Diagnosis of Premalignant and Malignant Cervical Pathologies
by: Attiqa Zaigham, Asma Shaheen, Azra Saeed Awan, Raazia Rauf
Published: (2021-10-01)
by: Attiqa Zaigham, Asma Shaheen, Azra Saeed Awan, Raazia Rauf
Published: (2021-10-01)
The reasons for colposcopy and histopathological outcomes in referral patients to Ayatollah Mosavi Hospital of Zanjan (2012–2017)
by: Behnaz Molaei, et al.
Published: (2019-01-01)
by: Behnaz Molaei, et al.
Published: (2019-01-01)
The Effect of Random Biopsy and Endo-Cervical Curettage in Diagnosis of Precancerous Cervical Lesions in Women With Normal Colposcopy
by: Akram Ghahghaei-Nezamabadi, et al.
Published: (2024-06-01)
by: Akram Ghahghaei-Nezamabadi, et al.
Published: (2024-06-01)
Cervical Cancer Awareness and Detection of Precancerous Lesions at Two District Health Centres in the West Region of Cameroon
by: Richard Tagne Simo, et al.
Published: (2021-07-01)
by: Richard Tagne Simo, et al.
Published: (2021-07-01)
Colposcopy at a turning point
by: Kyehyun Nam
Published: (2018-01-01)
by: Kyehyun Nam
Published: (2018-01-01)
Concordance Rate of Colposcopy in Detecting Cervical Intraepithelial Lesions
by: Frederik A. Stuebs, et al.
Published: (2022-10-01)
by: Frederik A. Stuebs, et al.
Published: (2022-10-01)
Evaluation of the diagnostic performance of colposcopy in the detection of cervical high-grade squamous intraepithelial lesions among women with transformation zone type 3
by: Xiaoxiao Li, et al.
Published: (2024-03-01)
by: Xiaoxiao Li, et al.
Published: (2024-03-01)
Predicting the risk of high-grade precancerous cervical lesions based on high-risk HPV typing in Changsha China
by: Yaling Xiao, et al.
Published: (2025-01-01)
by: Yaling Xiao, et al.
Published: (2025-01-01)
Precancerous cervical lesions and associated factors among women on antiretroviral therapy at Dukem Health Center, Central Ethiopia: A cross‐sectional study
by: Tamiru Mamo Lemma, et al.
Published: (2024-03-01)
by: Tamiru Mamo Lemma, et al.
Published: (2024-03-01)
Cervical Precancerous Lesion Image Enhancement Based on Retinex and Histogram Equalization
by: Yuan Ren, et al.
Published: (2023-08-01)
by: Yuan Ren, et al.
Published: (2023-08-01)
Evaluation of colposcopy after the addition of human papillomavirus testing to the Turkish cervical cancer screening program
by: Ali Can Gunes, et al.
Published: (2023-12-01)
by: Ali Can Gunes, et al.
Published: (2023-12-01)
Supporting the global reduction of cervical cancer: challenges in colposcopy practice and training
by: Takuma Fujii, et al.
Published: (2025-09-01)
by: Takuma Fujii, et al.
Published: (2025-09-01)
Prevalence of precancerous cervical lesions and associated factors among HIV-positive women in Zewditu Memorial Hospital, Addis Ababa, Ethiopia
by: Abebech Haile Dinberia, et al.
Published: (2025-06-01)
by: Abebech Haile Dinberia, et al.
Published: (2025-06-01)
Expression and significance of PIBF combined with Galectin-1 in cervical precancerous lesions
by: Hong Wang
Published: (2025-10-01)
by: Hong Wang
Published: (2025-10-01)
The magnitude of precancerous cervical lesions and its associated factors among women screened for cervical cancer at a referral center in southern Ethiopia, 2021: a cross-sectional study
by: Lidiya Tenkir, et al.
Published: (2023-08-01)
by: Lidiya Tenkir, et al.
Published: (2023-08-01)
Detection of cervical high-grade squamous intraepithelial lesions and assessing diagnostic performance of colposcopy among women with oncogenic HPV
by: Xiaoxiao Li, et al.
Published: (2023-08-01)
by: Xiaoxiao Li, et al.
Published: (2023-08-01)
Women’s knowledge, attitude, and practice regarding cervical precancerous lesions: a cross-sectional study in Beijing, China
by: Lingyan Wang, et al.
Published: (2024-10-01)
by: Lingyan Wang, et al.
Published: (2024-10-01)
The association between HIV infection and precancerous cervical lesion. A systematic review and meta‐analysis of case–control studies
by: Habtamu Geremew, et al.
Published: (2023-08-01)
by: Habtamu Geremew, et al.
Published: (2023-08-01)
Clinical value of optical coherence tomography in the early diagnosis of cervical cancer and precancerous lesions: a cross-sectional study
by: Xiaoli Cui, et al.
Published: (2024-07-01)
by: Xiaoli Cui, et al.
Published: (2024-07-01)
Benign and precancerous cervical pathology. Clinical picture and anamnestic aspects
by: T. V. Bogomazova, et al.
Published: (2021-06-01)
by: T. V. Bogomazova, et al.
Published: (2021-06-01)
Accelerating the elimination of global cervical cancer through intelligent training for colposcopy
by: Mingyang Chen, et al.
Published: (2025-09-01)
by: Mingyang Chen, et al.
Published: (2025-09-01)
Colposcopy Accuracy and Diagnostic Performance: A Quality Control and Quality Assurance Survey in Italian Tertiary-Level Teaching and Academic Institutions—The Italian Society of Colposcopy and Cervico-Vaginal Pathology (SICPCV)
by: Massimo Origoni, et al.
Published: (2023-05-01)
by: Massimo Origoni, et al.
Published: (2023-05-01)
Effectiveness and Safety of Therapeutic Vaccines for Precancerous Cervical Lesions: A Systematic Review and Meta-Analysis
by: Shan Cai, et al.
Published: (2022-06-01)
by: Shan Cai, et al.
Published: (2022-06-01)
The use of colposcopy versus colposcopy and optical detection system in diagnosis of squamous intraepithelial lesions of the cervix: A clinical comparative study
by: Ahmad S. Sanad, et al.
Published: (2011-06-01)
by: Ahmad S. Sanad, et al.
Published: (2011-06-01)
Performance of Conventional Cytology and Colposcopy for the Diagnosis of Cervical Squamous and Glandular Neoplasias
by: Giselle Fachetti-Machado, et al.
Published: (2018-07-01)
by: Giselle Fachetti-Machado, et al.
Published: (2018-07-01)
Precancerous Cervical Lesions Among HIV-Infected Women Attending HIV Care and Treatment Clinics in Southwest Ethiopia: A Cross-Sectional Study
by: Lemu LG, et al.
Published: (2021-03-01)
by: Lemu LG, et al.
Published: (2021-03-01)
Efficacy of Lidocaine Spray for Pain Reduction during Colposcopy-Directed Cervical Biopsies: A Randomized Controlled Trial
by: Ornwitsanate Mongkolmafai, et al.
Published: (2024-04-01)
by: Ornwitsanate Mongkolmafai, et al.
Published: (2024-04-01)
Efficacy of Listening to Music on Pain Reduction during Colposcopy-Directed Cervical Biopsy: A Randomized, Controlled Trial
by: Lalita Pradit, et al.
Published: (2022-03-01)
by: Lalita Pradit, et al.
Published: (2022-03-01)
Staging and Management of Cervical Cancer at the Colposcopy Clinic of Bangabandhu Sheikh Sheikh Mujib Medical University (BSMMU), Bangladesh
by: Ashrafun Nessa, et al.
Published: (2024-01-01)
by: Ashrafun Nessa, et al.
Published: (2024-01-01)
Reproducibility of colposcopy quality indicators—A survey among members of the European Federation for Colposcopy
by: Tina Hovgaard Randrup, et al.
Published: (2024-09-01)
by: Tina Hovgaard Randrup, et al.
Published: (2024-09-01)
Feasibility and Acceptability of Tele-Colposcopy on the Caribbean Coast of Nicaragua: A Descriptive Mixed-Methods Study
by: Emma McKim Mitchell, et al.
Published: (2021-11-01)
by: Emma McKim Mitchell, et al.
Published: (2021-11-01)
Diagnostic value of performing endocervical curettage at the time of colposcopy procedure; a systematic review
by: Shabnam Imannezhad, et al.
Published: (2016-04-01)
by: Shabnam Imannezhad, et al.
Published: (2016-04-01)
Similar Items
-
HPV status and colposcopy: key predictors in cervical cancer and precancerous lesion diagnosis
by: Sıtkı Özbilgeç, et al.
Published: (2025-10-01) -
The Role of Colposcopy in Women with Normal Cytology and High-risk Human Papilloma Virus Positivity, Except for Types 16 and 18
by: Necim Yalçın, et al.
Published: (2025-06-01) -
Factors Associated with Concordance between Colposcopy-Directed Cervical Biopsy and Loop Electrosurgical Excision Procedure: A Retrospective Cohort Study
by: Necim Yalcin, et al.
Published: (2025-04-01) -
The Accuracy of Cytology, Colposcopy and Pathology in Evaluating Precancerous Cervical Lesions
by: Liana Pleş, et al.
Published: (2022-08-01) -
Potential of trichloroacetic acid (TCA) for cervical precancerous lesions treatment in Indonesia
by: I Gde Sastra Winata, et al.
Published: (2022-04-01)
