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Title: :  Bone Fracture Detection Using KNN Classifier
PaperId: :  22918
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-22918
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Shaik BajiVasireddy Venkatadri Institute of Technology
Thota Daniel Aneesh JoyVasireddy Venkatadri Institute of Technology
Yadavalli AvinashVasireddy Venkatadri Institute of Technology
Shaik JapharVasireddy Venkatadri Institute of Technology
Dr. N. Durga RaoVasireddy Venkatadri Institute of Technology

Abstract

Image Processing
Segmentation, K-means Clustering, feature extraction, Classification, K-nearest neighbor classifier
Detecting bone fractures through digital image processing is an innovative approach that leverages the power of technology to enhance medical diagnostics. It is an application of image segmentation, is to extract anatomical structure from medical images. Segmentation, feature extraction and classification is to be done to improve the performance of the process. The proposed model takes the input from the dataset. The images from dataset are get resize then the segmentation is implemented by means of K-means Clustering, feature extraction is based on the Texture features and classification is based on k-nearest neighbor classifier. The efficiency and the accuracy of the proposed method are evaluated through testing images from the dataset Fracture Atlas.

Citations

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IJARIIE Shaik Baji, Thota Daniel Aneesh Joy, Yadavalli Avinash, Shaik Japhar, and Dr. N. Durga Rao. "Bone Fracture Detection Using KNN Classifier" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 1435-1442
MLA Shaik Baji, Thota Daniel Aneesh Joy, Yadavalli Avinash, Shaik Japhar, and Dr. N. Durga Rao. "Bone Fracture Detection Using KNN Classifier." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 1435-1442.
APA Shaik Baji, Thota Daniel Aneesh Joy, Yadavalli Avinash, Shaik Japhar, & Dr. N. Durga Rao. (2024). Bone Fracture Detection Using KNN Classifier. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 1435-1442.
Chicago Shaik Baji, Thota Daniel Aneesh Joy, Yadavalli Avinash, Shaik Japhar, and Dr. N. Durga Rao. "Bone Fracture Detection Using KNN Classifier." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 1435-1442.
Oxford Shaik Baji, Thota Daniel Aneesh Joy, Yadavalli Avinash, Shaik Japhar, and Dr. N. Durga Rao. 'Bone Fracture Detection Using KNN Classifier', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 1435-1442. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Bone_Fracture_Detection_Using_KNN_Classifier_ijariie22918.pdf (Accessed : 07 July 2025).
Harvard Shaik Baji, Thota Daniel Aneesh Joy, Yadavalli Avinash, Shaik Japhar, and Dr. N. Durga Rao. (2024) 'Bone Fracture Detection Using KNN Classifier', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 1435-1442IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Bone_Fracture_Detection_Using_KNN_Classifier_ijariie22918.pdf (Accessed : 07 July 2025)
IEEE Shaik Baji, Thota Daniel Aneesh Joy, Yadavalli Avinash, Shaik Japhar, and Dr. N. Durga Rao, "Bone Fracture Detection Using KNN Classifier," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 1435-1442, Mar-App 2024. [Online]. Available: http://ijariie.com/AdminUploadPdf/Bone_Fracture_Detection_Using_KNN_Classifier_ijariie22918.pdf [Accessed : 07 July 2025].
Turabian Shaik Baji, Thota Daniel Aneesh Joy, Yadavalli Avinash, Shaik Japhar, and Dr. N. Durga Rao. "Bone Fracture Detection Using KNN Classifier." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 (07 July 2025).
Vancouver Shaik Baji, Thota Daniel Aneesh Joy, Yadavalli Avinash, Shaik Japhar, and Dr. N. Durga Rao. Bone Fracture Detection Using KNN Classifier. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 07 July 2025]; 10(2) : 1435-1442. Available from: http://ijariie.com/AdminUploadPdf/Bone_Fracture_Detection_Using_KNN_Classifier_ijariie22918.pdf
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