So I did mine with the full styling and border colors like this:
new OutlineButton(
shape: StadiumBorder(),
textColor: Colors.blue,
child: Text('Button Text'),
borderSide: BorderSide(
color: Colors.blue, style: BorderStyle.solid,
width: 1),
onPressed: () {},
)