Is it safe to backup data (images, documents, videos, etc…) from a possibly infected computer?

If I had a possibily infected computer, where I had some images and documents that I wanted do backup to a thumb drive, is it possible that that the used thumb drive could be infected and when connected to other computer, infect that computer in the process?