Officers say they captured 52-year-old Timothy Connell as he bailed out of an SUV and ran into a wooded area.
Police also arrested the alleged getaway driver, identified as 71-year-old Alexander Currie, also from Cherry Hill.
Connell was also charged with Thursday's holdup of another bank in Cherry Hill.