Ubuntu dock icons show as black and white, it doesn't look right

Solution 1:

You are using the hight contrast theme, open your Apearence setting and change it back to Ambiance (or Radiance).

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Solution 2:

What you are seeing is a THEME called high contrast.

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Right click on your desktop and set it to ambiance.