☆ 4.6 Article

Hybridization of Deep Learning Pre-Trained Models with Machine Learning Classifiers and Fuzzy Min-Max Neural Network for Cervical Cancer Diagnosis

DIAGNOSTICS (2023)

相关参考文献

注意：仅列出部分参考文献，下载原文获取全部文献信息。

Article Medicine, General & Internal

ColpoClassifier: A Hybrid Framework for Classification of the Cervigrams

Madhura Kalbhor et al.

Summary: This paper proposes a hybrid framework called ColpoClassifier for the classification of cervigrams, which includes feature extraction and classification. Gray-level co-occurrence matrix (GLCM), Gray-level run length matrix (GLRLM), and histogram of gradients (HOG) are used for feature extraction. Different machine learning classifiers are used for classification based on individual feature vectors and feature fusion vectors. The experimental results on two different datasets show that the hybrid feature fusion vectors achieve the best performance on aceto-whitening images.

DIAGNOSTICS (2023)

添加到收藏夹

Article Mathematical & Computational Biology

DeepCyto: a hybrid framework for cervical cancer classification by using deep feature fusion of cytology images

Swati Shinde et al.

Summary: Cervical cancer, the second most common cancer in women, mainly affects the cervix portion of the vagina. A deep learning method named DeepCyto is proposed for the classification of pap smear cytology images. Experimental results demonstrate that DeepCyto performs well in accurate feature extraction and classification of pap smear cytology images.

MATHEMATICAL BIOSCIENCES AND ENGINEERING (2022)

添加到收藏夹

Article Oncology

Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries

Hyuna Sung et al.

Summary: The global cancer burden in 2020 saw an estimated 19.3 million new cancer cases and almost 10.0 million cancer deaths. Female breast cancer surpassed lung cancer as the most commonly diagnosed cancer, while lung cancer remained the leading cause of cancer death. These trends are expected to rise in 2040, with transitioning countries experiencing a larger increase compared to transitioned countries due to demographic changes and risk factors associated with globalization and a growing economy. Efforts to improve cancer prevention measures and provision of cancer care in transitioning countries will be crucial for global cancer control.

CA-A CANCER JOURNAL FOR CLINICIANS (2021)

添加到收藏夹

Article Biotechnology & Applied Microbiology

Diagnosis of Cervical Cancer based on Ensemble Deep Learning Network using Colposcopy Images

Venkatesan Chandran et al.

Summary: Traditional methods of cervical cancer classification have low accuracy, while deep learning models using convolutional neural networks have shown high accuracy and efficiency in classifying cervical cancer types during colposcopy examinations.

BIOMED RESEARCH INTERNATIONAL (2021)

添加到收藏夹

Article Computer Science, Information Systems

Fine-Grained Classification of Cervical Cells Using Morphological and Appearance Based Convolutional Neural Networks

Haoming Lin et al.

IEEE ACCESS (2019)

添加到收藏夹

Proceedings Paper Computer Science, Theory & Methods

Deep Feature Extraction for Pap-Smear Image Classification: A Comparative Study

Wafa Mousser et al.

PROCEEDINGS OF THE 2019 5TH INTERNATIONAL CONFERENCE ON COMPUTER AND TECHNOLOGY APPLICATIONS (ICCTA 2019) (2019)

添加到收藏夹

Article Computer Science, Information Systems

Segmentation and Classification of Cervical Cells Using Deep Learning

Kurnianingsih et al.

IEEE ACCESS (2019)

添加到收藏夹

Article Computer Science, Interdisciplinary Applications

SAIRF: A similarity approach for attack intention recognition using fuzzy min-max neural network

Abdulghani Ali Ahmed et al.

JOURNAL OF COMPUTATIONAL SCIENCE (2018)

添加到收藏夹

Article Oncology

Cervical cancer in Africa, Latin America and the Caribbean and Asia: Regional inequalities and changing trends

S. Vaccarella et al.

INTERNATIONAL JOURNAL OF CANCER (2017)

添加到收藏夹

Review Multidisciplinary Sciences

Deep learning

Yann LeCun et al.

NATURE (2015)

添加到收藏夹

Article Engineering, Electrical & Electronic

Deep Neural Networks for Acoustic Modeling in Speech Recognition

Geoffrey Hinton et al.

IEEE SIGNAL PROCESSING MAGAZINE (2012)

添加到收藏夹

Article Computer Science, Artificial Intelligence

Unsupervised segmentation and classification of cervical cell images

Asli Genctav et al.

PATTERN RECOGNITION (2012)

添加到收藏夹

Article Computer Science, Artificial Intelligence

A Survey on Transfer Learning

Sinno Jialin Pan et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2010)

添加到收藏夹

Article Biology

Pap smear diagnosis using a hybrid intelligent scheme focusing on genetic algorithm based feature selection and nearest neighbor classification

Yannis Marinakis et al.

COMPUTERS IN BIOLOGY AND MEDICINE (2009)

添加到收藏夹

Article Computer Science, Information Systems

A systematic analysis of performance measures for classification tasks

Marina Sokolova et al.

INFORMATION PROCESSING & MANAGEMENT (2009)

添加到收藏夹

© Peeref 2019-2024. All rights reserved.