Author(s): K. Dhana Shree, B. Janani

Email(s): dhanu1304@gmail.com , janani@bitsathy.ac.in

DOI: 10.5958/2321-581X.2019.00011.4   

Address: K. Dhana Shree, B. Janani
Assistant Professor, Department of CSE, Bannari Amman of Institute of Technology, Tamilnadu, India
*Corresponding Author

Published In:   Volume - 10,      Issue - 2,     Year - 2019


ABSTRACT:
The blood sample images consist of Red Blood Cells, Platelets, White Blood Cells, and Plasma. White Blood Cells are classified into different types and their sub type based on its features. The white blood cells are further classified as granulocytes, Monocytes and lymphocytes. Leukaemia is a type of blood cancer which causes severe damage to human body if it is left untreated. The counting and classification of blood cells allows in evaluating and diagnosing of vast number of diseases. These diseases can be detected and treated at early stage Analysing of white blood cells (WBCs) allows for detecting acute lymphoblastic leukaemia (ALL). The morphological analysis of blood cells is performed manually by skilled operators. However, this method has many drawbacks such as slow analysis, non-standard accuracy, and dependencies depend on the skills of the operator. This paper presents an automated method for identifying WBC and classifies those using microscopic images. The other approaches identify the leucocytes first and then the other components but the proposed system isolate the whole leucocytes and then separates the cytoplasm and nucleus. This approach is necessary to analyse each cell component and extract its features. From each cell component, various features like shape, colour and texture, are extracted using a new approach for background pixel removal. The feature set obtained was used to train different classification models to determine which one is most suitable for the detection of acute and chronic leukaemia.


Cite this article:
K. Dhana Shree, B. Janani. Classification of Leucocytes for Leukaemia Detection. Research J. Engineering and Tech. 2019;10(2):59-66. doi: 10.5958/2321-581X.2019.00011.4

Cite(Electronic):
K. Dhana Shree, B. Janani. Classification of Leucocytes for Leukaemia Detection. Research J. Engineering and Tech. 2019;10(2):59-66. doi: 10.5958/2321-581X.2019.00011.4   Available on: https://www.ijersonline.org/AbstractView.aspx?PID=2019-10-2-1


Recomonded Articles:

Author(s): BG Premasudha, Shivakumarswamy, BS Adiga

DOI:         Access: Open Access Read More

Author(s): Megha Mishra, Vishnu Kumar Mishra, H.R. Sharma

DOI:         Access: Open Access Read More

Author(s): Milind K. Chavan, B. S. Agarkar

DOI:         Access: Open Access Read More

Author(s): B.D. Venkatramana Reddy, T. Jayachandra Prasad

DOI:         Access: Open Access Read More

Author(s): Parveen Bajaj, A.K. Goel, Harbhajan Singh

DOI: 10.5958/2321-581X.2017.00022.8         Access: Open Access Read More

Author(s): Jigyasha Soni, Nipun Mishra

DOI:         Access: Open Access Read More

Author(s): Manikandan N., Usha Kingsly Devi K.

DOI:         Access: Open Access Read More

Author(s): Atul Deshkar, Avinash Dhole, Prafulla Vyas

DOI:         Access: Open Access Read More

Author(s): Amit Awasthi, Niresh Sharma

DOI:         Access: Open Access Read More

Author(s): Deepak Dwivedi

DOI:         Access: Open Access Read More

Author(s): Megha Mishra, Vishnu Kumar Mishra, H.R. Sharma

DOI:         Access: Open Access Read More

Author(s): Gurjinder Singh, V. Kanwar, Saurabh Bhatia

DOI: 10.5958/2321-581X.2015.00031.8         Access: Open Access Read More

Author(s): Chander Bhan Mehta, Daleep K. Sharma, Sanjeev Gangta

DOI:         Access: Open Access Read More

Author(s): K. Dhana Shree, B. Janani

DOI: 10.5958/2321-581X.2019.00011.4         Access: Open Access Read More

Author(s): B Uday Jaswanth Redddy, CHA Raghu Rami Reddy, B Kavya

DOI: 10.52711/2321-581X.2023.00001         Access: Open Access Read More

Research Journal of Engineering and Technology (RJET) is an international, peer-reviewed, research journal aiming at promoting and publishing original high quality research in all disciplines of engineering sciences and technology....... Read more >>>

RNI: Not Available                     
DOI: 10.5958/2321-581X 


Recent Articles




Tags