Robust Segmentation and Classification of Histopathological Image

Journal Title: UNKNOWN - Year 2015, Vol 4, Issue 2

Abstract

: Cancer is an uncontrolled cell growth caused due to abnormal cell division in any region of the body. When cancer is diagnosed at an early stage the treatment is simpler and effective. There are different types of cancer and each is classified by the type of cell that is initially affected. In this paper, early diagnosis of colon cancer is considered. In the proposed method, segmentation of tissue is done by graph cut, after the pre-processing of the histopathological image. Next, the features are extracted from segmented image, by structural and statistical methods. In structural approach, intensity histogram based features such as mean, variance etc. are computed. In statistical feature extraction, gray level co-occurrence matrix are used to find out the relation between pixels and thus energy, entropy, contrast etc. are measured. These extracted features are given to Support Vector Machine (SVM) classifier to classify them as cancerous and noncancerous. This system can be used in many real time problems like bioinformatics also.

Authors and Affiliations

Keywords

Related Articles

Control of Wind Turbine with Induction Generators

The recently increasing of energy demands from Asian countries and world face the problem of energy due to many undesired effects; Primary, the world economy is based on fossil fuels and mainly oil prices have double in...

Automatic Bottle Filling Inspection System Using Image Processing

The enlargement of Indian food industry is an even matter of fact. Especially the beverage industry is at its peak. So looking at the prevailing conditions it is very crucial to continue an error free fast production lin...

Severity of Head Injuries Based on Computed Tomography in Patients Involved in Road Traffic Accidents in Taif, Saudi Arabia

"Abstract : Head trauma now represents a major cause of death or disability among young Saudi population ; it is claimed that it is more common than ever. Radiographs are now replaced by computed tomography (CT) scanning...

A Survey on Cooperative Geographic Routing & Its Optimization in Wireless Sensor Networks

In this paper we begin with introduction to wireless sensor networks, its application, challenges in wireless sensor networks and different types of routing protocols. Cooperative geographic routing protocol works on nod...

Wage Rate Determinants: A Survey Addressing Christian Minority in Lahore, Pakistan

Socioeconomic status of people in a society is mainly affected by the human capital returns, higher returns mean better living standard and for higher wage returns it is important to address wage rate determinants. First...

Download PDF file
  • EP ID EP356192
  • DOI -
  • Views 97
  • Downloads 0

How To Cite

(2015). Robust Segmentation and Classification of Histopathological Image. UNKNOWN, 4(2), -. https://europub.co.uk/articles/-A-356192