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Where to start with pattern recognition

Hello, newbie here, I'm playing with OpenCV for a couple of days, and I like it a lot!

So, not to waste your time, I need some insight on what types of methods to use on finding similar pattern on (thousands) multiple images.

The pattern is black and white picture, just some intersection. Here you can find such image. Also to note, image can be rotated or proportionaly scaled.

Here's one example of query image: image description

What algorithms to use from CV?