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Malaria

Malaria

Malaria pathogenesis in humans reflects a delicate interplay between parasite biology and host response. Clinical illness reflects a host’s immune response to the parasite’s asexual replication cycle, which is often asymptomatic in individuals with partial immunity. From the parasite's perspective, transmission between mosquito and human with minimal host pathology is evolutionarily advantageous. Among the six Plasmodium species infecting humans, P. falciparum and P. vivax dominate in global...

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Updated: Jun 30, 2026

Morphology-Based Distinction Between Healthy and Pathological Cells Utilizing Fourier Transforms and Self-Organizing Maps

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Published on: October 28, 2018

ISTNet: a multi-scale transformer-based architecture for malaria cell classification

Panpan Wu¹, Xiuyan Gao¹, Hengyong Yu²

¹College of Computer and Information Engineering, Tianjin Normal University, Tianjin, 300387, China.

Medical & Biological Engineering & Computing

|February 20, 2026

Summary

No abstract available in PubMed .

Keywords:

Attention mechanism Malaria cell classification Multi-scale feature extraction Swin transformer

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