Skeletal Bone Age Classification Using Svm
Journal Title: International Journal of Engineering and Science Invention - Year 2018, Vol 7, Issue 3
Abstract
Bone Age Assessment (Baa) Is A Method Of Evaluating The Level Of Skeletal Maturation In Children. The Manual Methods Are Prone To The Variability Of Observation, Time-Consuming And Limited To Objective Decisions. Baa Is Purely Based On Measuring The Length And Shape Of Various Bones, So Radiographs Images Are A Must. In This Research Work, A Multi-Scale Structuring Element Is Used To Enhance The X-Ray Of A Left Hand-Wrist Using Circular Shape Structuring Element At Different Scales To Extract Bright And Dark Portions At All Scales And Its Neighboring Scales. The Deep Learning And Neural Network Methods Are Justifiable To Implement When There Is A Large Amount Of Data And Hardware Resources Are Sufficient. But , In Cases When Data Size Is Small And Resources Are Less There Is Need To Find An Accurate Algorithm That Can Work On Small Unimodal Data And Requires Minimum Resources .This Research Work Focuses On Finding An Algorithm That Produces High Accuracy And Low Misclassification Error . The Results Show That Knn And Svm Seem To Fit Into Such Condition As They Have Good Accuracy As Compared To Naïve Bayes .
Authors and Affiliations
Amandeep Kaur, Kulvinder S. Mann
Keywords
Related Articles
- EP ID EP396522
- DOI -
- Views 89
- Downloads 0
A Novel Architecture for Designing a Multimodal User Interface to Relational Databases
A user interface of a relational database acts like a link between the user and the relational database. It allows the users to retrieve data from the database. As the number of information workers is increasing day-by-d...
Stabilization of Clay Soil Mixed With Rubber Tyre Chips For Design in Road Construction
Soil is used as the construction material. It supports the structure and sub-structure. Soil improvement is necessary because of expansive and swelling nature of soil or because of low bearing capacity of soil. Stabiliza...
Utilization of Red Mud and Rice Husk Ash for Synthesizing Lightweight Heat Resistant Geopolymer–Based Materials
Geopolymer is an inorganic polymer composite developed by Joseph Davidovits in 1970s. Such material has potentials to replace Ordinary Portland Cement (OPC)-based materials in the future because of its lower energy consu...
Mitigation of commutation faults in HVDC system
To transfer large amount of direct current power having high amplitude voltage over long distance, high voltage direct current (HVDC) transmission system is used. This system was introduced 60 year ago and now it is wide...
A Personalized Diet Recommendation System using Fuzzy Ontology
In today’s hectic world, the importance of diet management has increased exponentially. Due to unhealthy and haphazard eating habits, the spread of diet related diseases is at an all-time high. In India, more than 2 out...