Comparison of 2D and 3D Local Binary Pattern in Lung Cancer Diagnosis
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2012, Vol 3, Issue 4
Abstract
Comparative study between 2D and 3D Local Binary Patter (LBP) methods for extraction from Computed Tomography (CT) imagery data in lung cancer diagnosis is conducted. The lung image classification is performed using probabilistic neural network (PNN) with histogram similarity as distance measure. The technique is evaluated on a set of CT lung images from Japan Society of Computer Aided Diagnosis of Medical Images. Experimental results show that 3D LBP has superior performance in accuracy compare to 2D LBP. The 2D LBP and 3D LBP achieved a classification accuracy of 43% and 78% respectively
Authors and Affiliations
Kohei Arai , Hiroshi Okumura , Yeni Herdiyeni
Keywords
Related Articles
- EP ID EP124874
- DOI -
- Views 102
- Downloads 0
MapReduce Programs Simplification using a Query Criteria API
A Hadoop HDFS is an organized and distributed collection of files. It is created to store a huge part of data and then retrieve it and analyze it efficiently in a less amount of time. To retrieve and analyze data from th...
An Efficient Algorithm to Automated Discovery of Interesting Positive and Negative Association Rules
Association Rule mining is very efficient technique for finding strong relation between correlated data. The correlation of data gives meaning full extraction process. For the discovering frequent items and the mining of...
A New Hidden Web Crawling Approach
Traditional search engines deal with the Surface Web which is a set of Web pages directly accessible through hyperlinks and ignores a large part of the Web called hidden Web which is a great amount of valuable informatio...
The Effectiveness of D2L System: An Evaluation of Teaching-Learning Process in the Kingdom of Saudi Arabia
High quality education could be achieved through an e-learning system as it increases the educational information accessibility, service availability and accuracy when compared to a conventional face-to-face teaching-lea...
Quality Flag of GOSAT/FTS Products Taking into Account Estimation Reliability
Quality and cloud flags of GOSAT/FTS: Fourier Transform Spectrometer onboard Greenhouse gasses Observation Satellite products taking into account cirrus clouds and thick aerosols are considered and proposed. Influence du...