How to use OpenCV to detect simple 2d character?

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For my project, I need the program to find the location of a video game character on the screen (similar to one below):

character

Of course, there is no pre-built classifier for this in OpenCV. Would I have to train a NN classifier for this task, or is that over-engineering and there is a simpler solution?



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