I would prime the chair with the spray paint made to go onto plastic like Lauren suggested. Then I'd use ModgePodge to adhere the stuff to the chair and then also to seal it on. Make sure it is totally dry before you start putting the protecting coating on though and apply really thin layers and allow each to dry before doing the next one.
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Heather Roselli
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