An Enhanced ILD Diagnosis Method using DWT
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2013, Vol 13, Issue 1
Abstract
Interstitial Lung Disease (ILD) is a group of lung diseases affecting lung parenchyma. Since the lesions can be clearly identified in the CT scan of the lung, CT analysis is best among the ways for the identification of ILD by the pathologists. The automated detection of any disease from images uses the same fact that they are diagnosed by the medical professionals by exploiting the appearance features of the image of organ under consideration. Here we are applying the same to detect Lung Diseases from CT images. Segmenting the arteries and veins from the image is one of the major steps in analyzing the medical image. We need an edge enhanced lung image to do the same, so that the vascular tree can be clearly identified. In this implementation, discrete wavelet transform is applied for edge enhancement followed by the dynamic range compression. Wavelet edge enhancement and vessel enhancement filtering comprises the first stage of the algorithm. Vessel enhancement filtering uses the Eigen values of the Hessian of the image. The second stage of the algorithm corresponds to the feature extraction and classification. Feature extraction is done from the cooccurrence matrix of the resulting vessel segmented image. The co-occurrence features of the image forms the input feature vector for fuzzy SVM classifier. The performance of the proposed scheme is evaluated for accuracy.
Authors and Affiliations
Viji P. S
An approach for human gait identification based on area
In recent investigations related to security issues, biometrics plays an important role in recognition of individuals based on their physiological or behavioral characteristics. Gait as a biometric behavioral tra...
The effect of Encryption algorithms Delay on TCP Traffic overdata networks
Abstract: Security is a big concern for data networks users. Data encryption considered to be one of the bestsolutions for security issues. There are some standard encryption algorithms that used to encrypt transfe...
Dynamic Method for Load Balancing in Cloud Computing
Abstract: The state-of-art of the technology focuses on data processing and sharing to deal with huge amount of data and client’s needs. Cloud computing is a promising technology, which enables one to achieve the a...
Designing the Workflow of a Language Interpretation Device Using Artificial Intelligence
Among all the obstacles there existed and currently existing between mankind from very early age of human civilization to the age of modern globalization, language difference between humans has always been  ...
Analytical Study of Neural Network Techniques: SOM, MLP and Classifier-A Survey
Abstract: This paper focuses on the various neural network techniques including Multilayer perceptron (MLP) neural network, classifier and self-organizing maps (SOMs). Various aspects of neural network techniques a...