One estimation method of road slope and vehicle distance

•A lane recognition method based on the fusion of lidar and visual information is established.•A slope identification modelis designedto divide the road into ramp and non-ramp.•A slope observation model is established based on vanishing points features.•A multi-source information fusion ranging model is proposed to effectively improve the ranging accuracy under different road conditions.