A deep learning based fast lane detection approach

•Novel 1-D signal based lane detection approach.•Real-time lane detection capability with 34 fps.•Significantly faster than the previous deep learning based approaches by maintaining the lane detection performance at similar level.•Suitable for embedded platforms with its very low computational load.