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Threshold of blurry image - part 2

Asked 2012-11-30T05:04:29.700
10

How can I threshold this blurry image to make the digits as clear as possible?

In a previous post, I tried adaptively thresholding a blurry image (left), which resulted in distorted and disconnected digits (right):

enter image description here

Since then, I've tried using a morphological closing operation as described in this post to make the brightness of the image uniform:

enter image description here

If I adaptively threshold this image, I don't get significantly better results. However, because the brightness is approximately uniform, I can now use an ordinary threshold:

enter image description here

This is a lot better than before, but I have two problems:

  1. I had to manually choose the threshold value. Although the closing operation results in uniform brightness, the level of brightness might be different for other images.
  2. Different parts of the image would do better with slight variations in the threshold level. For instance, the 9 and 7 in the top left come out partially faded and should have a lower threshold, while some of the 6s have fused into 8s and should have a higher threshold.

I thought that going back to an adaptive threshold, but with a very large block size (1/9th of the image) would solve both problems. Instead, I end up with a weird "halo effect" where the centre of the image is a lot brighter, but the edges are about the same as the normally-thresholded image:

enter image description here

Edit: remi suggested

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I've tried thresholding each 3x3 box separately, using Otsu's algorithm (CV_OTSU - thanks remi!) to determine an optimal threshold value for each box. This works a bit better than thresholding the entire image, and is probably a bit more robust.

enter image description here

Better solutions are welcome, though.

answered 2012-12-01T01:35:04.557

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