There were the following problems/concerns in the exercise:
- 'x' marks exist in some forms where the answers were changed. 'x' marks should not be detected as a circle
- some circles are lightly shaded
In order to get the desired output, we used a lot of preprocessing techniques (blurring, erosion, dilation, binarization, etc.) to enhance the image before detecting the circles.
Successfully detected image! |
Unable to distinguish 'x' marks from circles |
As seen on the second image, we were not able to distinguish the 'x' marks.
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