Yeah, only if it's in close contact
"There is much to learn about the newly emerged COVID-19, including how and how easily it spreads. Based on what is currently known about COVID-19 and what is known about other coronaviruses, spread is thought to occur mostly from person-to-person via respiratory droplets among close contacts.
Close contact can occur while caring for a patient, including:
being within approximately 6 feet (2 meters) of a patient with COVID-19 for a prolonged period of time.
having direct contact with infectious secretions from a patient with COVID-19. Infectious secretions may include sputum, serum, blood, and respiratory droplets."
So if someone has it and they're on the other side of the room, chances are high you wont get it.