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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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マラリア細胞分類のためのマルチスケールトランスフォーマーベースアーキテクチャISTNet

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
PubMed
まとめ

No abstract available in PubMed .

キーワード:
アテンションメカニズムマラリア細胞分類マルチスケール特徴抽出Swin Transformer

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Malaria01:29

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...