How can I hang pictures from a ceiling?

My basement is unfinished. The ceiling is just the floor joists. We are using it as a temporary room. I bought a set of unframed, mounted pictures from Ikea that are about 6' square. I would like to cover the joists with them, but I would like to be able to remove them for access to the wiring in the joists. Any ideas?

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