Yes, you can try to recover the files if they're corrupted, but the trick is to avoid writing to USB until the operation is finished. There is also the possibility the files to be corrupted up to a level that recovery doesn't have a meaning anymore.
Attach the USB drive and the start the application. Select its partition and start the recovery process. When the files are found, choose to recover them, but this time select a partition on your computer.