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In the ever-evolving digital advertising landscape, ad fraud poses a significant threat to advertisers and publishers alike. Advertisers waste billions of dollars annually due to fraudulent activities that artificially inflate impressions and clicks. To combat this growing problem, professionals have implemented sophisticated detection strategies.

Banner advertisements are a prevalent type of online advertising that appear on websites. They come in various formats, from small rectangular elements to larger, extensive banners that dominate the page. These media aim to engage users' interest and showcase products, services, or companies. Traditionally, banner ads are static images However, re