If you have backed up them, you can recover them from your Android phone backup.
If you did not empty the “recently delete”/ “recycle bin”, you can restore them from the “recently delete”
If you cannot recover them from backup or “recently delete”, maybe you need to use Android data recovery programs. You can search on Google and choose one to have a try.