Yes, it is possible if you did not write data on this flash drive after the deletion of the files. Otherwise, you may be able to get back all the deleted files.

If I remember well, I already followed this HowTo for Linux but it's available for Windows and Mac too: itsfoss.com/recover-deleted-f…