Cell phone video from Monday afternoon shows the man on the 10 Freeway heading west toward the 405.
The man was walking with a bandaged head and left hand, and carried the knife in his right hand.
Witnesses said his eyes were closed.
A driver said the California Highway Patrol told her the man was mentally ill.
Officers picked him up and brought him back to the hospital.