AIMC Topic: Uterine Cervical Neoplasms

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Generalizable deep neural networks for image quality classification of cervical images.

Scientific reports Feb 21, 2025
Successful translation of artificial intelligence (AI) models into clinical practice, across clinical domains, is frequently hindered by the lack of image quality control. Diagnostic models are often trained on images with no denotation of image qual...
Humans Neural Networks, Computer Image Processing, Computer-Assisted Cervix Uteri Image Interpretation, Computer-Assisted Female Uterine Cervical Neoplasms Deep Learning
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Comparison of deep transfer learning models for classification of cervical cancer from pap smear images.

Scientific reports Jan 31, 2025
Cervical cancer is one of the most commonly diagnosed cancers worldwide, and it is particularly prevalent among women living in developing countries. Traditional classification algorithms often require segmentation and feature extraction techniques t...
Image Processing, Computer-Assisted Vaginal Smears Neural Networks, Computer Algorithms Female Uterine Cervical Neoplasms Deep Learning Humans Papanicolaou Test
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An automatic cervical cell classification model based on improved DenseNet121.

Scientific reports Jan 25, 2025
The cervical cell classification technique can determine the degree of cellular abnormality and pathological condition, which can help doctors to detect the risk of cervical cancer at an early stage and improve the cure and survival rates of cervical...
Female Uterine Cervical Neoplasms Cervix Uteri Humans Neural Networks, Computer Algorithms
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A multimodal deep learning model for cervical pre-cancers and cancers prediction: Development and internal validation study.

Computers in biology and medicine Jan 22, 2025
BACKGROUND: The current cervical cancer screening and diagnosis have limitations due to their subjectivity and lack of reproducibility. We describe the development of a deep learning (DL)-based diagnostic risk prediction model and evaluate its potent...
Middle Aged Deep Learning Uterine Cervical Dysplasia Aged Adult Uterine Cervical Neoplasms Colposcopy Humans Retrospective Studies Female
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Results comparison of cervical cancer early detection using cerviray ® with VIA test.

BMC research notes Jan 22, 2025
OBJECTIVES: This study investigates the performance of artificial intelligence (AI) technology, namely Cerviray AI, compared with Cerviray expert, aiming to compare its sensitivity, specificity, positive predictive value (PPV), and area under the rec...
Female Young Adult Adult Humans Artificial Intelligence Area Under Curve Acetic Acid ROC Curve Early Detection of Cancer Predictive Value of Tests Sensitivity and Specificity Uterine Cervical Neoplasms Middle Aged
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Integrative machine learning frameworks to uncover specific protein signature in neuroendocrine cervical carcinoma.

BMC cancer Jan 10, 2025
OBJECTIVE: Neuroendocrine cervical carcinoma (NECC) is a rare but highly aggressive tumor. The clinical management of NECC follows neuroendocrine neoplasms and cervical cancer in general. However, the diagnosis and prognosis of NECC remain dismal. Th...
Humans Machine Learning Carcinoma, Neuroendocrine Biomarkers, Tumor Prognosis Uterine Cervical Neoplasms Female Gene Expression Regulation, Neoplastic
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Classification of cervical cancer using Dense CapsNet with Seg-UNet and denoising autoencoders.

Scientific reports Dec 30, 2024
Cervical cancer is one of the deadly diseases that affects women, which requires periodic examinations to identify and treat any cancerous tumors at a preliminary stage. The most prevalent examination tool for cervical cancer prompt identification is...
Algorithms Female Uterine Cervical Neoplasms Humans Neural Networks, Computer Machine Learning Deep Learning Image Processing, Computer-Assisted
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Bidirectional recurrent neural network approach for predicting cervical cancer recurrence and survival.

Scientific reports Dec 30, 2024
Cervical cancer is a deadly disease in women globally. There is a greater chance of getting rid of cervical cancer in case of earliest diagnosis. But for some patients, there is a chance of recurrence. The chances of treating the Recurrence of cervic...
Middle Aged Support Vector Machine RNA, Long Noncoding Neoplasm Recurrence, Local Survival Rate Biomarkers, Tumor Uterine Cervical Neoplasms Female Neural Networks, Computer Risk Factors Algorithms Adult Prognosis Humans
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Problems of magnetic resonance diagnosis for gastric-type mucin-positive cervical lesions of the uterus and its solutions using artificial intelligence.

PloS one Dec 30, 2024
PURPOSE: To reveal problems of magnetic resonance imaging (MRI) for diagnosing gastric-type mucin-positive (GMPLs) and gastric-type mucin-negative (GMNLs) cervical lesions.
Adult Artificial Intelligence Humans Uterine Cervical Neoplasms Magnetic Resonance Imaging Neural Networks, Computer Female Middle Aged Gastric Mucins Aged Cervix Uteri
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BMT: A Cross-Validated ThinPrep Pap Cervical Cytology Dataset for Machine Learning Model Training and Validation.

Scientific data Dec 28, 2024
In the past several years, a few cervical Pap smear datasets have been published for use in clinical training. However, most publicly available datasets consist of pre-segmented single cell images, contain on-image annotations that must be manually e...
Humans Machine Learning Vaginal Smears Cervix Uteri Female Uterine Cervical Neoplasms Papanicolaou Test
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