Research Paper | Radiological Sciences | Sudan | Volume 7 Issue 7, July 2018
Classification of Brain Tumor Using Texture Analysis
Auis Mohammed, Mohammed Garelnabi, Shazaly Khojaly, Shaza Elfadil
Diagnosis of brain tumor is very critical ordinarily, this study presents a highly efficient method to identify, diagnosis and classify the intracranial tumors. Forty-nine CT images contain different types of intracranial tumor were selected, the procedure contain dual phase, phase one contain feature extraction from the selected images, phase two classification of images component according to the extracted features using linear discriminant analysis, the quantitative results showed that the proposed method has high accuracy in recognizing the intracranial tumor from the normal surrounding tissues. The accuracy of classification was 90.4 %.
Keywords: classification, texture feature, linear discriminant analysis, computed tomography CT, brain tumor
Edition: Volume 7 Issue 7, July 2018
Pages: 883 - 886
How to Cite this Article?
Auis Mohammed, Mohammed Garelnabi, Shazaly Khojaly, Shaza Elfadil, "Classification of Brain Tumor Using Texture Analysis", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=ART2019120, Volume 7 Issue 7, July 2018, 883 - 886
136 PDF Views | 128 PDF Downloads
Similar Articles with Keyword 'classification'
Research Paper, Radiological Sciences, India, Volume 6 Issue 4, April 2017
Pages: 1632 - 1637Abdominal Ultrasound Findings in HIV Infected Patients and its Correlation with CD4+ Counts
Dr Kalpeshkumar Bhabhor, Dr Mona Shastri, Dr Ekta Desai
Research Paper, Radiological Sciences, Iraq, Volume 6 Issue 12, December 2017
Pages: 440 - 446Using the (Region of Interest ROI) Option of Magnetic Resonance Imaging (MRI) to Distinguish between Multiple Sclerosis (MS) and Ischemic Plaques in the Central Nervous System (CNS)
Ali Abd Sulaiman, Nabaa A. Naji, Mona Abdul-Ghani Al-Rawi
Research Paper, Radiological Sciences, Sudan, Volume 6 Issue 8, August 2017
Pages: 650 - 655Characterization of Temporal bone in CT Images using Texture Analysis
Zuhal Y. A. Hamd, SuhaibAlameen, Caroline Edward Ayad, Mohamed E. M. Gar-Elnabi
Research Paper, Radiological Sciences, United Kingdom, Volume 7 Issue 1, January 2018
Pages: 1058 - 1063Assessment of Ligaments and Fibrocartilage Complex of Wrist Joint in Trauma ? MRI Vs MR Arthrography
Cleofina Furtado, Nagendra Singh
Research Paper, Radiological Sciences, Sudan, Volume 7 Issue 8, August 2018
Pages: 459 - 466Comparison between the First Order Statistical Analysis and Higher Order Statistical Analysis on Characterization of Brain Tumor on CT Images
Auis Bashir, Mohammed Garelnabi, Shazaly Khojaly, Magdi Hassan, Shaza Elfadil
Similar Articles with Keyword 'texture feature'
Research Paper, Radiological Sciences, Sudan, Volume 6 Issue 8, August 2017
Pages: 650 - 655Characterization of Temporal bone in CT Images using Texture Analysis
Zuhal Y. A. Hamd, SuhaibAlameen, Caroline Edward Ayad, Mohamed E. M. Gar-Elnabi
Research Paper, Radiological Sciences, Sudan, Volume 7 Issue 8, August 2018
Pages: 459 - 466Comparison between the First Order Statistical Analysis and Higher Order Statistical Analysis on Characterization of Brain Tumor on CT Images
Auis Bashir, Mohammed Garelnabi, Shazaly Khojaly, Magdi Hassan, Shaza Elfadil
Research Paper, Radiological Sciences, Saudi Arabia, Volume 7 Issue 10, October 2018
Pages: 1575 - 1580Study of Anatomical Variations of Para nasal sinus (PNS) using Multislice Computed Tomography (CT) in Rhinosinusitis
Ohood A. Mohmmed, Mohamed Yousef, Lubna Bushara
Research Paper, Radiological Sciences, Sudan, Volume 7 Issue 7, July 2018
Pages: 883 - 886Classification of Brain Tumor Using Texture Analysis
Auis Mohammed, Mohammed Garelnabi, Shazaly Khojaly, Shaza Elfadil
Similar Articles with Keyword 'linear discriminant analysis'
Research Paper, Radiological Sciences, Sudan, Volume 7 Issue 8, August 2018
Pages: 459 - 466Comparison between the First Order Statistical Analysis and Higher Order Statistical Analysis on Characterization of Brain Tumor on CT Images
Auis Bashir, Mohammed Garelnabi, Shazaly Khojaly, Magdi Hassan, Shaza Elfadil
Research Paper, Radiological Sciences, Sudan, Volume 7 Issue 7, July 2018
Pages: 883 - 886Classification of Brain Tumor Using Texture Analysis
Auis Mohammed, Mohammed Garelnabi, Shazaly Khojaly, Shaza Elfadil
Similar Articles with Keyword 'computed tomography CT'
Research Paper, Radiological Sciences, India, Volume 5 Issue 12, December 2016
Pages: 2064 - 2066Imaging Evaluation of Mediastinal Tumours with Pathological Correlation
Dr. Girish Ghodadara, Dr. Purvi Desai, Dr. Rahul Sharma
Case Studies, Radiological Sciences, India, Volume 7 Issue 3, March 2018
Pages: 1847 - 1850MCTSI in the Evaluation of Acute Pancreatitis and its Prognostic Correlation
Dr Vikhyath Shetty, Dr Vinod Hegde
Research Paper, Radiological Sciences, Sudan, Volume 7 Issue 8, August 2018
Pages: 459 - 466Comparison between the First Order Statistical Analysis and Higher Order Statistical Analysis on Characterization of Brain Tumor on CT Images
Auis Bashir, Mohammed Garelnabi, Shazaly Khojaly, Magdi Hassan, Shaza Elfadil
Research Paper, Radiological Sciences, Sudan, Volume 7 Issue 7, July 2018
Pages: 883 - 886Classification of Brain Tumor Using Texture Analysis
Auis Mohammed, Mohammed Garelnabi, Shazaly Khojaly, Shaza Elfadil
Survey Paper, Radiological Sciences, Saudi Arabia, Volume 7 Issue 8, August 2018
Pages: 488 - 492Assessment of Radiation Dose from CT to Workers and Public from Common Diagnostic Investigations in Qatif Hospital
Fahad A. Mohamed, Gamareldein Alshikh, Mustafa Almeshal, Hassan AL-Sawad, Salman AL-faraj
Similar Articles with Keyword 'brain tumor'
Research Paper, Radiological Sciences, India, Volume 8 Issue 12, December 2019
Pages: 1139 - 1145Magnetic Resonance Imaging in Evaluation of Supratentorial Extra-Axial Brain Tumors
Dr. G. Srujana, Dr. Manikanta Vijay.S, Dr. Sravan Krishna Reddy.A
Research Paper, Radiological Sciences, Saudi Arabia, Volume 6 Issue 12, December 2017
Pages: 306 - 308Correlation of Magnetic Resonance Spectroscopy with Histopathology of Brain Biopsies
Ali Bashir Ali Elhaj, Mohammed Ahmed Ali Omer, Mogahid M. A Zidan, Wadah M. Ali, Jihad Hamid
Research Paper, Radiological Sciences, Sudan, Volume 7 Issue 8, August 2018
Pages: 459 - 466Comparison between the First Order Statistical Analysis and Higher Order Statistical Analysis on Characterization of Brain Tumor on CT Images
Auis Bashir, Mohammed Garelnabi, Shazaly Khojaly, Magdi Hassan, Shaza Elfadil
Research Paper, Radiological Sciences, India, Volume 6 Issue 3, March 2017
Pages: 730 - 734CT & MRI Evaluation of Brain Tumour & Tumour like Conditions
Dr. Anjana Trivedi, Dr. Jay Thakkar, Dr. Maulik Jethva, Dr. Ishita Virda
Research Paper, Radiological Sciences, India, Volume 8 Issue 9, September 2019
Pages: 975 - 982Role of Magnetic Resonance Imaging in Evaluation of Ring Enhancing Lesions in Brain in Correlation with Magnetic Resonance Spectroscopy
Dr. Bhanusree Konam, Dr. K. Sambasiva Rao, Dr. B. Anuradha