New Windsor police are investigating several reports of car break-ins in the area of Squire Village and Plum Point early Monday morning.
Authorities say an attempt to break into a third vehicle was also made.
Ring video given to News 12 shows a man approaching a vehicle in a driveway, looking inside the car and walking away. Another surveillance camera captured police chasing several suspects through a backyard.
No arrests have been made.
Authorities say two cars had clothing items and loose change stolen.
Authorities are issuing a reminder to residents to lock vehicles and avoid leaving personal items inside as a result.
Anyone with information about Monday's incident is asked to call New Windsor Police at 845-565-7000.