Gaomei Wetlands is located 18.4 mi (29.6 km) from the centre of Taichung, why not stop by during your stay. It's also full of great shops and restaurants, so you can spend the afternoon having a wander.
If you want to give your credit card some exercise, head out to Mitsui Outlet Park in Wuqi District.