those objects.

2. The position of objects in a scene and the number of those objects.
3. Common sense details like the colors and sizes of objects in a scene.
4. The text that is displayed in an image.

Worse, captions found on the Internet oftentimes simply incorrect; describing tangentially related details of
an image. For example, it is common to find advertisements or memes inside of the alt-text commonly used
to produce captions for images.
We theorize that all of these shortcomings can be addressed using synthetically generated captions. In
subsequent sections, we will discuss the procedure we developed to test out this theory.

2.1 Building an image captioner
Improving Image Generation with Better Captions