Context Insects are a major threat to crop production. They can infect, damage, and reduce agricultural yields. Accurate fast detection of insects will help insect control. From computer algorithm point view, from imagery is tiny object problem. Handling objects in large datasets challenging due small resolution the an image, other nuisances such as occlusion, noise, lack features. Aims Our aim...