Col-Ovo: Smartphone-based artificial intelligence for rapid counting of Aedes mosquito eggs under field conditions
Juan Almanza, Diego Montenegro. Parasites & Vectors (2026).
Col-Ovo is an AI tool for automated counting of Aedes aegypti eggs from smartphone images. A YOLOv11m model was trained on 275 oviposition substrates captured in situ without preprocessing. The system shows strong agreement with expert counts (Spearman ρ = 0.91; Lin's ρc = 0.89), reducing processing time from ~15 minutes to under 3 seconds per sample. The platform requires no specialized hardware and integrates with OviLab to strengthen vector surveillance for dengue, Zika, and chikungunya.