Painting fabric chair
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This might help you: http://www.11magnolialane.com/2013/09/09/tutorial-how-to-paint-upholstery-fabric-and-completely-transform-a-chair/
http://www.hometalk.com/categories/painted-furniture/upholstered/chairs
There's a lot to learn on this topic, this link goes to an article where they tried different types of paint to see which one worked best.
http://www.apartmenttherapy.com/diy-project-test-lab-results-we-tried-3-fabric-paints-on-upholstery-and-heres-what-happened-218302
Good luck
use fabric paint from craft store, talk to someone
You can even use chalkpaint!