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Explainable Transfer Learning-Based Deep Learning Model for Pelvis Fracture Detection
Faculty
Computer Science
Year:
2023
Type of Publication:
ZU Hosted
Pages:
1-10
Authors:
Khalied Mohamed Hosny
Staff Zu Site
Abstract In Staff Site
Journal:
International Journal of Intelligent Systems Wiley
Volume:
2023
Keywords :
Explainable Transfer Learning-Based Deep Learning Model
Abstract:
Pelvis fracture detection is vital for diagnosing patients and making treatment decisions for traumatic pelvis injuries. Computer-aided diagnostic approaches have recently become popular for assisting doctors in disease diagnosis, making their conclusions more trustworthy and error-free. Inspecting X-ray images with fractures needs a lot of time from experienced physicians. However, there is a lack of inexperienced radiologists in many hospitals to deal with these images. Therefore, this study presents an accurate computer-aided-diagnosing system based on deep learning for detecting pelvis fractures. In this research, we construct an explainable artificial intelligence (XAI) framework for pelvis fracture classification. We used a dataset containing 876 X-ray images (472 pelvis fractures and 404 normal images) to train the model. The obtained results are 98.5%, 98.5%, 98.5%, and 98.5% for accuracy, sensitivity, specificity, and precision.
Author Related Publications
Khalied Mohamed Hosny, "SEMANTIC REPRESENTATION OF MUSIC DATABASE USING NEW ONTOLOGY-BASED SYSTEM", Journal of Theoretical and Applied Information Technology, 2020
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Khalied Mohamed Hosny, "Building a New Semantic Social Network Using Semantic Web-Based Techniques", ِASPG, 2021
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Khalied Mohamed Hosny, "New Graphical Ultimate Processor for Mapping Relational Database to Resource Description Framework", IEEE, 2022
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Khalied Mohamed Hosny, "Fast computation of accurate Zernike moments", Springer, 2008
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Khalied Mohamed Hosny, "Accurate Computation of QPCET for Color Images in Different Coordinate Systems", SPIE, 2017
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Department Related Publications
Mohamed Anwar Abdel Haleem, "التهاب العصبى للعصب ما فوق عظمة اللوح نتيجة لاختناق العصب من مجراة ", لايوجد, 1900
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Mohamed Anwar Abdel Haleem, "التصوير المغناطيسي من رسم مفصل الركبة في حالات اصابة الغضروف الهلالي ", لايوجد, 1900
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Abdelsalam Eid Abdelsalam, "Dorsal closing wedge osteotomy for the treatment of Freiberg's infarction. The short term results of 11 patients.", Faculty of Medicine, Zagazig University, Egypt, 2005
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Abdelsalam Eid Abdelsalam, "A peculiar periprosthetic humeral fracture managed in a simple but effective way", Medknow publications, WKH, 2012
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Ahmed Altonsy Abdulsamie, "Anterior Cruciat ligament Reconstruction Using Hamstring Tendons With Femoral Cross-Pin And tibial Screw/Sheath Fixation", The Egyptian Orthopedic Journal –, 2009
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