DEEP LEARNING BASED CERVICAL CANCER DISEASE DETECTION AND CLASSIFICATION MODEL
- Project Research
- 1-5 Chapters
- Abstract : Available
- Table of Content: Available
- Reference Style:
- Recommended for : Student Researchers
- NGN 5000
Abstract
Cervical cancer is the second most common and second most deadly cancer in Ethiopia. The disease's incidence and prevalence are increasing over time due to population growth and aging, as well as an increase in the prevalence of well-established risk factors. Cervical cancer knowledge and awareness among Ethiopian women is quite low. It is the most deadly disease caused by the uncontrolled growth of body cells, accounting for approximately 9.6 million deaths each year in world. In women, abnormal cell growth can affect various body organs such as the breast and the cervix. 85-90 percent of the fatality rate of cervical cancer occur in low and middle-income countries due to a lack of public awareness about the disease's causes and consequences. As a result, it is necessary to create a cervical cancer detection and classification model using deep learning techniques to assist experts. Sample of cervical cancer images were taken from Bethazeta Hospital in Addis Ababa, Ethiopia and some of data was addedfrom public dataset. It is proposed to detect and classify cervical cancer using deep learning model. The proposed approach has two main phases. In first phase the designed model is trained and tested by collected dataset and the data is classified using different neural network. Finally, the deep learning model that can detect and classify the given image in to Type_1, Type_2 and Type_3 is done. The dataset contains 2085 original cervical cancer images. From this, 80% of the images are used for training and the rest for testing the model. During training, data augmentation technique is used to generate more images to fit the proposed model using by Keras libraries. The Convolutional Neural Network and Hybrid of Convolutional NeuralNetwork and Long Short Term Memory model can successfully detect and classify the given image with an accuracy of 99.04% and 98.72% respectively.
Related Project Materials
An Investigation of the Role of Gender-Sensitive Policies in Governance in Fika LGA, Yobe State: A Case Study of Women’s Empowerment Initiatives
Background of the Study
Gender equality is a fundamental aspect of good governance, and policies promoting the empowerme...
THE EFFECT OF PARENTS MOTIVATION ON THE ACADEMIC PERFORMANCE OF SECONDARY SCHOOL STUDENTS
ABSTRACT
Education is a key factor to the development of any nation in the world. It has been the intension of the government that all...
The impact of online educational games on students' cognitive development in primary schools in Lokoja East LGA, Kogi State
Background of the Study :
The integration of online educational games into the primary school curriculum has gained tractio...
An assessment of the impact of continuing education on responsible alcohol consumption in Minna Local Government Area, Niger State.
Background of the Study
Continuing education has emerged as a pivotal strategy for promoting public health and fostering social responsib...
ASPECTS OF THE LEXICAL SEMANTICS OF URHOBO
ABSTRACT
This study examined aspects of the lexical semantics of Urhobo, with the aim of identifying s...
The Effect of Regional Public Investments on Economic Equity in Nigeria
Background of the Study
Regional public investments are critical instruments for promoting balanced econo...
THE EFFECT OF FACULTY RESEARCH GRANTS ON PUBLICATION OUTPUT AT ATIBA UNIVERSITY, OYO, OYO STATE
Background of the Study
Faculty research grants are a vital resource for supporting scholarly work, enabling researchers to...
A comparative study of conversion optimization on online sales: Evidence from a retail electronics brand in Kaduna, Nigeria
Background of the study
Conversion optimization is a vital process for enhancing online sales, particularly in competitive markets such a...
AN ANALYSIS OF SCHOOL MANAGEMENT PROBLEMS AND STUDENTS' ACADEMIC PERFORMANCE IN SECONDARY SCHOOLS
BACKGROUND OF STUDY
The capacity of the principal to favorably influence teachers, students, and other...
AVAILABILITY AND USES OF LIBRARY RESOURCES IN TRAINING LIBRARIES BY STUDENT
Abstract
This study carried out on availability and use of library resources in training libraries by students, using d...
