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Malaria is a serious infectious disease that is responsible for over half million deaths yearly worldwide. The major cause of these mortalities is late or inaccurate diagnosis. Manual microscopy is currently considered as the dominant…

Machine Learning · Statistics 2017-08-18 Arash Mehrjou

Malaria microscopy, microscopic examination of stained blood slides to detect parasite Plasmodium, is considered to be a gold-standard for detecting life-threatening disease malaria. Detecting the plasmodium parasite requires a skilled…

Image and Video Processing · Electrical Eng. & Systems 2021-02-18 Qazi Ammar Arshad , Mohsen Ali , Saeed-ul Hassan , Chen Chen , Ayisha Imran , Ghulam Rasul , Waqas Sultani

Malaria is one of the most common diseases caused by mosquitoes and is a great public health problem worldwide. Currently, for malaria diagnosis the standard technique is microscopic examination of a stained blood film. We propose use of…

Medical Physics · Physics 2016-08-25 Purnima Pandit , A. Anand

Malaria is considered one of the deadliest diseases in today world which causes thousands of deaths per year. The parasites responsible for malaria are scientifically known as Plasmodium which infects the red blood cells in human beings.…

Computer Vision and Pattern Recognition · Computer Science 2020-06-22 Aayush Kumar , Sanat B Singh , Suresh Chandra Satapathy , Minakhi Rout

Malaria is a serious disease caused by the Plasmodium parasite that transmitted through the bite of a female Anopheles mosquito and invades human erythrocytes. Malaria must be recognized precisely in order to treat the patient in time and…

Image and Video Processing · Electrical Eng. & Systems 2019-10-01 Julisa Bana Abraham

The analysis and counting of blood cells in a microscope image can provide useful information concerning to the health of a person. In particular, morphological analysis of red blood cells deformations can effectively detect important…

Computers and Society · Computer Science 2013-12-05 Pramit Ghosh , Debotosh Bhattacharjee , Mita Nasipuri , Dipak Kumar Basu

Malaria remains a prevalent health concern in regions with tropical and subtropical climates. The cause of malaria is the Plasmodium parasite, which is transmitted through the bites of infected female Anopheles mosquitoes. Traditional…

Computer Vision and Pattern Recognition · Computer Science 2025-12-30 Md. Ismiel Hossen Abir , Awolad Hossain

Malaria, a mosquito-borne disease caused by a parasite, kills over 1 million people globally each year. People, if left untreated, may develop severe complications, leading to death. Effective and accurate diagnosis is important for the…

Image and Video Processing · Electrical Eng. & Systems 2020-09-02 Alexander Tao , Boran Han

Malaria is usually diagnosed by a microbiologist by examining a small sample of blood smear. Reducing mortality from malaria infection is possible if it is diagnosed early and followed with appropriate treatment. While the WHO has set…

Computer Vision and Pattern Recognition · Computer Science 2023-03-22 Onyekachukwu R. Okonji

According to the World Malaria Report of 2022, 247 million cases of malaria and 619,000 related deaths were reported in 2021. This highlights the predominance of the disease, especially in the tropical and sub-tropical regions of Africa,…

Image and Video Processing · Electrical Eng. & Systems 2023-04-07 Sanya Sinha , Nilay Gupta

Malaria is a disease of global concern according to the World Health Organization. Billions of people in the world are at risk of Malaria today. Microscopy is considered the gold standard for Malaria diagnosis. Microscopic assessment of…

Image and Video Processing · Electrical Eng. & Systems 2020-12-01 Ruskin Raj Manku , Ayush Sharma , Anand Panchbhai

Effectively determining malaria parasitemia is a critical aspect in assisting clinicians to accurately determine the severity of the disease and provide quality treatment. Microscopy applied to thick smear blood smears is the de facto…

Image and Video Processing · Electrical Eng. & Systems 2020-12-04 Rose Nakasi , Aminah Zawedde , Ernest Mwebaze , Jeremy Francis Tusubira , Gilbert Maiga

Malaria is a female anopheles mosquito-bite inflicted life-threatening disease which is considered endemic in many parts of the world. This article focuses on improving malaria detection from patches segmented from microscopic images of red…

Image and Video Processing · Electrical Eng. & Systems 2019-07-25 Aimon Rahman , Hasib Zunair , M Sohel Rahman , Jesia Quader Yuki , Sabyasachi Biswas , Md Ashraful Alam , Nabila Binte Alam , M. R. C. Mahdy

Improving the efficiency of malaria diagnosis is one of the main goals of current malaria research. We have recently developed a magneto-optical (MO) method which allows high-sensitivity detection of malaria pigment (hemozoin) crystals via…

We apply convolutional neural networks to identify between malaria infected and non-infected segmented cells from the thin blood smear slide images. We optimize our model to find over 95% accuracy in malaria cell detection. We also apply…

Image and Video Processing · Electrical Eng. & Systems 2022-02-22 Tahsinur Rahman Talukdar , Mohammad Jaber Hossain , Tahmid H. Talukdar

Malaria remains one of the most pressing public health concerns globally, causing significant morbidity and mortality, especially in sub-Saharan Africa. Rapid and accurate diagnosis is crucial for effective treatment and disease management.…

Image and Video Processing · Electrical Eng. & Systems 2024-07-01 Saurabh Sawant , Anurag Singh

According to the World Health Organization(WHO), malaria is estimated to have killed 627,000 people and infected over 241 million people in 2020 alone, a 12% increase from 2019. Microscopic diagnosis of blood cells is the standard testing…

Image and Video Processing · Electrical Eng. & Systems 2022-08-15 Rohan Sangameswaran

Malaria, which primarily spreads with the bite of female anopheles mosquitos, often leads to death of people - specifically children in the age-group of 0-5 years. Clinical experts identify malaria by observing RBCs in blood smeared images…

Computer Vision and Pattern Recognition · Computer Science 2025-10-23 Warisa Nusrat , Mostafijur Rahman , Ayatullah Faruk Mollah

Malaria is a life-threatening mosquito-borne blood disease, hence early detection is very crucial for health. The conventional method for the detection is a microscopic examination of Giemsa-stained blood smears, which needs a highly…

Computer Vision and Pattern Recognition · Computer Science 2020-06-24 Neeru Singla , Vishal Srivastava

Malaria is a life-threatening infectious disease caused by Plasmodium parasites, which poses a significant public health challenge worldwide, particularly in tropical and subtropical regions. Timely and accurate detection of malaria…

Image and Video Processing · Electrical Eng. & Systems 2024-05-24 Salam Ahmed Ali , Peshraw Salam Abdulqadir , Shan Ali Abdullah , Haruna Yunusa
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