If you have accidentally deleted a photo from your Twitter account, there is no way to recover it. Once a photo is deleted from Twitter, it is gone forever. If you can't get back the photos in the Twitter account, you can check your computer or phone. The pictures you post on Twitter are saved on your PC or phone initially. Thus, you can recover deleted twitter photos with software.