LAPD said the frightening robbery occurred Sunday around 5:10 pm when the mother and her infant child were coming back from a walk.
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Footage shows the woman opening the gate to her home while the child waited in a stroller right beside her.
Moments later, two men hop out of an idling car across the street to follow the woman and her baby through the open gate and corner them.
According to police, the men left in the waiting car parked nearby after taking a diaper bag and a bottle cooler. The woman and her child were physically unharmed.
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The suspect vehicle was described as a silver sedan with tinted windows.