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Author

Belaguppa Manjunath Ashwin Desai

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Preprint Sep 2026

Multi-Task Bacterial Colony Detection and Classification Using YOLOv8 with Edge Optimization for Resource-Constrained Deployment

Manual counting and classification of bacterial colonies are critical yet labor-intensive tasks in microbiology, prone to human error particularly on densely populated plates. This work proposes a multi-task deep learning framework trained on the Annotated Germs for Automated Recognition (AGAR) dataset (18,000 images;...

Belaguppa Manjunath Ashwin Desai, R. Rajesh, S. Murthy et al. · 0 citations
Review Aug 2026

Silent Survivors: The Role of Persister Cells in Leishmaniasis and Therapeutic Failure

Leishmania spp., the causative agents of leishmaniasis, exhibit complex evolved mechanisms that allow long-term survival within the host despite antileishmanial treatment. This ability is closely associated with the presence of persister-like parasite populations that are phenotypically distinct from actively replica...

Madhavi Bhatt, Belaguppa Manjunath Ashwin Desai, Pronama Biswas · 0 citations

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