You need to call format() function to get the formatted value
$scope.SearchDate = moment(new Date()).format("DD/MM/YYYY")
//or $scope.SearchDate = moment().format("DD/MM/YYYY")
The syntax you have used is used to parse a given string to date object by using the specified formate