Welcome to Android Central! Generally not. If you were using the Photos app (the one with the pinwheel icon), swipe in from the left, scroll down, and tap Trash--see if the photos are there. If the photos were on an external SD card, you could try unmounting the card (in Settings>Storage), removing it, inserting it into your computer, and using a program like DiskDigger to try to recover deleted files.