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2015-03-06 08:13:03 -0600 commented question Detect presence of text

Blank in my case could also mean dirty but no text. Sometimes a completely empty but dirty sign ends up with black regions after thresholding that produce more black areas than regular text.

2015-03-06 07:49:59 -0600 asked a question Detect presence of text

I'm trying to extract signs from images and classify them. Extracting the signs and doing some classifications already works quite good.

Now I struggle with the simple classification if the sign is completely empty or contains some text. I don't need to do OCR on the text or anything related I just need a simple measure to decide between those two classes. One issue is dirt on the signs I have to classify. Simple thresholding and counting black vs. white pixels doesn't work because pixels counts are sometimes very close.

What would be a good approach to start classification in my case?