Deep learning-based detection and classification of mosquitoes and Culicoides

Mosquitoes and other small insects are important vectors of infectious diseases, making accurate identification of insect species essential for laboratory-based surveillance and entomological studies. Conventional identification methods rely on manual microscopic inspection, which is time-consuming, labor-intensive, and prone to human error, particularly when images contain multiple species in a single frame.