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

Banner ads are a prevalent type of online advertising that appear on websites. They come in various dimensions, from small rectangular displays to larger, extensive banners that dominate the page. These visuals aim to engage banner ads mistakes users' focus and showcase products, services, or businesses. Traditionally, banner ads are static images