Yes, it's possible to recover your pictures by connecting the storage device to the PC using a card reader. Simply connect the card reader to the PC and then open My Computer > Tools > Folder options > View and select Show hidden files, folders, and drives. All your pictures will be hidden on the SD card.
Note: This method applies to the SD cards only. For phone's Internal storage, the method will not work.