Add the following lines of code before "\tableofcontents{}". It will start the page number from "iii". Here {2} is telling latex to skip "i" and "ii".
\pagenumbering{roman}\setcounter{page}{2}
\pagenumbering{roman}
\setcounter{page}{2}