LAPD searching for final home invasion suspect involved in pursuit

The two suspects tried to hide from police in other people's backyards. At one point, a suspect bumped into a couple of residents before continuing to run away from the police.

Police arrested one suspect after he fell through a bush shortly after trying to break into a home.

The other suspect narrowly evaded police, jumping over a fence right as officers approached him.

The two suspects jumped out of their vehicle near some railroad tracks. They left their vehicle in drive. It later crashed into a fence. 

The suspects continued to run away from the police, eventually splitting up at one point. 

One suspect hopped a fence into someone's backyard. 

Shortly after police began the pursuit the suspect drove onto the sidewalk and a piece of furniture as police chased behind.