A comparative analysis of deep learning architectures on high variation malaria parasite classification dataset.

Abstract:

:Malaria, one of the leading causes of death in underdeveloped countries, is primarily diagnosed using microscopy. Computer-aided diagnosis of malaria is a challenging task owing to the fine-grained variability in the appearance of some uninfected and infected class. In this paper, we transform a malaria parasite object detection dataset into a classification dataset, making it the largest malaria classification dataset (63,645 cells), and evaluate the performance of several state-of-the-art deep neural network architectures pretrained on both natural and medical images on this new dataset. We provide detailed insights into the variation of the dataset and qualitative analysis of the results produced by the best models. We also evaluate the models using an independent test set to demonstrate the model's ability to generalize in different domains. Finally, we demonstrate the effect of conditional image synthesis on malaria parasite detection. We provide detailed insights into the influence of synthetic images for the class imbalance problem in the malaria diagnosis context.

journal_name

Tissue Cell

journal_title

Tissue & cell

authors

Rahman A,Zunair H,Reme TR,Rahman MS,Mahdy MRC

doi

10.1016/j.tice.2020.101473

subject

Has Abstract

pub_date

2020-12-31 00:00:00

pages

101473

eissn

0040-8166

issn

1532-3072

pii

S0040-8166(20)30631-5

journal_volume

69

pub_type

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