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Author

Ivan Kitanovski

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Preprint Aug 2026

A Dataset-Centric Benchmark of Deep Learning Methods for Grape Leaf Disease Classification and Detection

Grape leaf disease recognition is important for precision agriculture, enabling early diagnosis, timely intervention, and improved vineyard management. Although deep learning has achieved strong results, many studies rely on few datasets, often acquired under controlled conditions, and may not reflect real vineyard cha...

Petar Canoski, Vlatko Spasev, Ivica Dimitrovski et al. · 0 citations
Open access Aug 2026

Multi-Agent Readiness Scoring Methodology in Bioinformatics Domain

The Multi-Agent Readiness Score (MARS), a standardized evaluation framework assessing models across four structural dimensions, provides a crucial, reproducible metric to audit model maturity, guide system architecture, and ensure future models are structurally prepared for the rigorous regulatory demands of precision...

Blagojche Gjorgjioski, D. Bukovec, Ivana Vichentijevikj et al. · 0 citations

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