Actually, it all depends on luck, even though it is possible to recover the deleted files from Android in theory.
This is because you may save new items after deletion, thus, the deleted files may be occupied and become unrecoverable.
So, do not add new data after deletion. And then, use a recovery tool to rescue the deleted photos. If you are not familiar with such process, refer to this tutorial: https://www.minitool.com/android-recovery/recover-deleted-photos-android.html