How to bypass CORS for Chrome Extension?

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I'm reading in a bunch of images and then loading them into coresponding canvases. However i sometimes get this error:

SecurityError: Failed to execute 'getImageData' on 'CanvasRenderingContext2D': 
The canvas has been tainted by cross-origin data.

Is there a way to "insist" on reading the data even though its been tainted? Or can i bypass this part of the CORS entirely since I'm developing an extension and not a webpage?

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