The invention discloses a lane line fusion and transverse control method and system, a vehicle and a storage medium. The method comprises the steps of acquiring guardrail information, road edge information, a lane line and a lane line confidence rate detected by a forward-looking camera; acquiring road edge information and guardrail information detected by a forward millimeter-wave radar; acquiring road edge information and guardrail information detected by a lateral millimeter wave radar; obtaining a road curvature and a road grade output by an ADAS map; acquiring a lane line detected by a look-around camera and a lane line confidence rate; fusing the lane lines based on the lane lines, the lane line confidence rate, the guardrail information, the road edge information, the road curvatureand the road grade, and outputting the fused lane lines, the types of the lane lines and the fusion confidence rate; and performing transverse control on the vehicle according to the fused lane lines, the type of the lane lines and the fusion confidence rate. When the lane line is lost, one lane line can be virtualized, and the system cannot be directly quitted, so that the continuity of controlcan be ensured, and the user experience is friendly.