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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

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

Malaria parasites pose a significant global health burden, causing widespread suffering and mortality. Detecting malaria infection accurately is crucial for effective treatment and control. However, existing automated detection techniques…

Computer Vision and Pattern Recognition · Computer Science 2024-12-18 Abraham G Taye , Sador Yemane , Eshetu Negash , Yared Minwuyelet , Moges Abebe , Melkamu Hunegnaw Asmare

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 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

The latest WHO report showed that the number of malaria cases climbed to 219 million last year, two million higher than last year. The global efforts to fight malaria have hit a plateau and the most significant underlying reason is…

Image and Video Processing · Electrical Eng. & Systems 2025-12-03 Sumit Kumar , Harsh Vardhan , Sneha Priya , Ayush Kumar

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, 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 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

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

Deep learning based models have had great success in object detection, but the state of the art models have not yet been widely applied to biological image data. We apply for the first time an object detection model previously used on…

Malaria is mosquito-borne blood disease caused by parasites of the genus Plasmodium. Conventional diagnostic tool for malaria is the examination of stained blood cell of patient in microscope. The blood to be tested is placed in a slide and…

Image and Video Processing · Electrical Eng. & Systems 2018-03-30 Suman Kunwar

Malaria, a life-threatening disease, infects millions of people every year throughout the world demanding faster diagnosis for proper treatment before any damages occur. In this paper, an end-to-end deep learning-based approach is proposed…

Computer Vision and Pattern Recognition · Computer Science 2020-12-11 Tanvir Mahmud , Shaikh Anowarul Fattah

The advent of Deep Learning models like VGG-16 and Resnet-50 has considerably revolutionized the field of image classification, and by using these Convolutional Neural Networks (CNN) architectures, one can get a high classification accuracy…

Image and Video Processing · Electrical Eng. & Systems 2020-10-23 Subrata Sarkar , Rati Sharma , Kushal Shah

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

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

Predicting if red blood cells (RBC) are infected with the malaria parasite is an important problem in Pathology. Recently, supervised machine learning approaches have been used for this problem, and they have had reasonable success. In…

Computer Vision and Pattern Recognition · Computer Science 2020-10-05 Anik Khan , Kishor Datta Gupta , Deepak Venugopal , Nirman Kumar

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

Malaria is a parasitic infection that poses a significant burden on global health. It kills one child every 30 seconds and over one million people annually. If diagnosed in a timely manner, however, most people can be effectively treated…

Computer Vision and Pattern Recognition · Computer Science 2021-08-10 Vignav Ramesh

Malaria is a potentially fatal plasmodium parasite injected by female anopheles mosquitoes that infect red blood cells and millions worldwide yearly. However, specialists' manual screening in clinical practice is laborious and prone to…

Image and Video Processing · Electrical Eng. & Systems 2024-03-21 Saddam Hussain Khan , Tahani Jaser Alahmadi
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