Banner ads compose a cornerstone element of online advertising. These rectangular images, typically shown at the top of web pages, seek to grab user focus. Concise messaging and eye-catching designs play a crucial role for banner ads' fleeting nature. Their effectiveness can be evaluated through conversions. Banner ads take the form of a multitude