Steadicam

Steadicam is a brand of camera stabilising mount that mechanically isolates the camera from the actor's movement, allowing for a smooth shot, even whilst moving on an uneven surface.
In 0.19 to 0.21 of this Midsomer Murders video steadicam is used.