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Classification of Cervical Spine Fracture and Dislocation Using Refined Pre-Trained Deep Model and Saliency Map
Faculty
Computer Science
Year:
2023
Type of Publication:
ZU Hosted
Pages:
Authors:
Khalied Mohamed Hosny
Staff Zu Site
Abstract In Staff Site
Journal:
Diagnostics MDPI
Volume:
13
Keywords :
Classification , Cervical Spine Fracture , Dislocation Using
Abstract:
Cervical spine (CS) fractures or dislocations are medical emergencies that may lead to more serious consequences, such as significant functional disability, permanent paralysis, or even death. Therefore, diagnosing CS injuries should be conducted urgently without any delay. This paper proposes an accurate computer-aided-diagnosis system based on deep learning (AlexNet and GoogleNet) for classifying CS injuries as fractures or dislocations. The proposed system aims to support physicians in diagnosing CS injuries, especially in emergency services. We trained the model on a dataset containing 2009 X-ray images (530 CS dislocation, 772 CS fractures, and 707 normal images). The results show 99.56%, 99.33%, 99.67%, and 99.33% for accuracy, sensitivity, specificity, and precision, respectively. Finally, the saliency map has been used to measure the spatial support of a specific class inside an image. This work targets both research and clinical purposes. The designed software could be installed on the imaging devices where the CS images are captured. Then, the captured CS image is used as an input image where the designed code makes a clinical decision in emergencies.
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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