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Bone Fracture Detection and Classification in X-ray Images using Machine Learning

Author(s):

Trupti Patil , Gogte Institute of Technology, Belgavi

Keywords:

Machine Learning, Inference, Bone Fracture, XRAY, Training Data, Python, Shinbone, Open CV

Abstract

Life science and its dependence on technology are proliferating day by day. Pc motor-assisted medicine and alternative tools have reduced the tedious and time overwhelming manual diagnosing processes to major extent. But the method of decisive the bone fracture and diagnosing still follows manual review procedures. The method involves XRAYS for obtaining associate degree XRAY image of the broken space then manual review of by the doctors to work out the placement and sort of fracture. The traditional procedure is not solely time overwhelming however conjointly tedious and lead to improper diagnosing because of manual inaccuracies. Correct classification needs thorough experience to work out and classify the precise variety of fracture. This project proposes the idea of bone fracture detection and classification in XRAY pictures victimization machine learning. The XRAY pictures to be classified are fed to neural network model trained on massive coaching dataset akin to differing types of fractures. Coaching information and input parameters are properly tuned to extend the abstract thought accuracy of bone fracture detection and classification. Python is employed to develop a software system which is able to load the image to be classified and draw abstract thought relating to the fracture by feeding it to the model. During this project methodology is planned for detection and classification of Stable, Open, transverse, oblique and Commute fractures of tibia victimization machine learning. pc vision and Image process techniques victimization python open-cv are enforced for preprocessing of image information before feeding it to the metric capacity unit model. so this project proposes associate degree Machine learning approach for Bone Fracture Classification and Detection in XRAY pictures victimization Python and open-Cv.

Other Details

Paper ID: IJSRDV8I40752
Published in: Volume : 8, Issue : 4
Publication Date: 01/07/2020
Page(s): 522-527

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