How to extract list of salesforce objects and their relationships in a Org?

You can use this awesome tool - Salesforce Schema Lister

This will enlist all the objects in your org (both standard and custom) and their fields.. optionally it can also provide you the usage of those fields :)

Another way is to use config workbook app at appExchange.

Hope this helps!