You can access the Label attribute of a field directly from a Visualforce page by using the following:

<apex:outputLabel value="{!$ObjectType.Account.fields.Name.label}" />

This gets the label for the “Name” field from the “Account” object.  You can interchange any sObject name and it’s corresponding field as needed.