The script called for a leap from the top of a parking lot to a fire escape on the floor below on the building across the street. As is his custom, director Stanley Tong attempted the stunt before asking any actors to do so. He tried it with the help of a cable harness, but quickly decided it would be safer without the harness. The landing point was not visible from the point where the jump began, so tape was placed on the take-off point as a guide. The jump was completed perfectly by 'Chan, Jackie' on the first attempt, doing his own stunts as is his custom. The jump was captured by four cameras.
Filming in Vancouver, Canada on October 6th, 1994, Chan broke his right ankle while attempting the scene where he jumps onto the hovercraft. Despite the injury, he was present at the premiere of The Legend of Drunken Master at the Vancouver International Film Festival that night. Later in the production, Tong sprained his ankle, completing the film on crutches. Françoise Yip also broke her leg while filming the scene where she rides a motorbike across the tops of parked cars. She insisted on returning to the set after her leg was plastered at hospital. Two stunt women also broke their legs during the filming of the motorcycle chase.