Abstract A backpack is a type of carried object (CO) widely used for various purposes because its practicality. Various valuable items such as wallets, laptops, cameras, and cellphones may be kept in backpacks. Detecting backpacks video surveillance challenging due to their varying shapes, sizes, colors. The process localizing the area image critical stage dramatically influences success detect...