Acetone has a quite low boiling temperature, standing at only 56.3° C. To compare, water has a boiling temperature of 100°C. So, yes, acetone will mostly evaporate on its own at room temperature. The rate of reaction becomes faster or slower depending on the temperature of the atmosphere.