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In the ever-evolving digital advertising landscape, ad fraud poses a significant challenge 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 methods.

Banner banners are a prevalent type of online advertising that appear on websites. They come in various sizes, from small rectangular displays to larger, extensive banners that dominate the page. These media aim to engage users' attention and promote products, services, or businesses. Traditionally, banner ads are static graphics However, recent t