While in a Catalog, you will be able to view just the products in the Product View.
Once you are in the Product View, you will see the Download Icon on the bottom right section of the page. Here you will be able to view the Product View page in a PDF. Along with the products, the Catalog Header/Title will also show up in the PDF.
Here is an example of the PDF showing the Product View of the Catalog.