Making a cartoon from image copyright issues?

I'm making cartoons in Illustrator from images I've found on the web i.e using the pen tool to outline the body and filling in colour. These cartoons are to be published in a magazine. Do I need permission to use the original image?

Sorry, I'm fairly new to this!

Thanks