Lung Pattern Classification for Interstitial Lung Disease using ANN-BPN and Fuzzy Clustering
Journal Title: GRD Journal for Engineering - Year 2017, Vol 2, Issue 5
Abstract
The lungs are the primary organs of respiration in humans. The function of the respiratory system is to extract oxygen from the atmosphere and transfer it into the bloodstream, and to release carbon dioxide from the bloodstream into the atmosphere, in a process of gas exchange.The tissue of the lungs can be affected by a number of diseases, including pneumonia and lung cancer. Chronic diseases such as chronic obstructive pulmonary disease and emphysema can be related to smoking or exposure to harmful substances. Diseases such as bronchitis can also affect the respiratory track. The diseases such as pleural effusion and normal lung are detected and classified. computer aided classification Method in Computer Tomography (CT)presents the Images of lungs developed using ANN-BPN. To detect and classify the lung diseases by effective feature extraction through Dual-Tree Complex Wavelet Transform and GLCM Features. The entire lung is segmented from the CT Images and the parameters like Sensitivity, Specificity, Accuracy are calculated from the segmented image using GLCM. ANN-Back Propagation Network is designed for classification of ILD patterns. It can be achieved by neural network training tools. The parameters give the maximum classification Accuracy. Finally, the Fuzzy clustering is used to segment the lesion part from abnormal lung. It can be given by Performance metrics chart. This chart contains various progressions like epoch, time, performance, gradient, mu, validation check values.
Authors and Affiliations
Sathiesh. K, P. Santhoshini
Keywords
Related Articles
- EP ID EP224414
- DOI -
- Views 106
- Downloads 0
Techniques for Privacy Preservation
A form of biometrics, also called Biometric Encryption or BioCryptics, in which the proves is protected against the misuse of template data by a dishonest verifier. Biometric identification requires that a verifier searc...
Nutrient Recovery from Urine through Membrane Techniques
A paradigm shift is currently underway from an attitude that considers urine as a waste to be treated, to a proactive interest in recovering materials and energy from these streams. This paper is concerned with the devel...
Experimental Investigation on Effect of Exhaust Gas Recirculation (EGR) on Biofuel-Diesel Fuelled HCCI Engine using External Fuel Vaporizer
Homogeneous charge compression ignition is new combustion concept, which is used to reduce the emissions and improve the engine performance parameters. HCCI combustion technology reduces the NOx emissions significantly i...
A Dedicated Setup to Recognize Spoofing In LAN/ Wi-Fi via IP Configuration
In computer networks, it consists of policies and practises adopted to prevent and monitor unauthorised access. Networks can be both public and private where many of the counter attacks were practised. It is long known t...
Dreck Dispatching System Using Internet of Things (IOT)
In day-to-day life, the aspect of cleanliness with respect to the waste management is getting reduced tremendously. As a major application field of IoT, waste management has become one such issue. The overflow of garbage...