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The post names the core idea but never explains how the regression output is structured, which is the part that determines whether lane detection actually works. A concrete suggestion: before training, define exactly what the network regresses, such as per-lane offset and slope or a fixed set of control points, and write that down alongside the loss so it can be checked against the annotation format. Doing that one step first would make the approach reproducible for readers trying to follow along.
The regression framing for lane detection is the part worth dwelling on, since predicting continuous lane parameters avoids the discretization mess of anchor or segmentation approaches. One practical tweak: before training, verify how lanes are parameterized in the ground truth, because a poor choice like raw pixel offsets makes the regression target unstable across curves and perspective changes. Normalizing coefficients or fitting a fixed-order polynomial per lane and checking residual error on a held-out clip would catch that early.
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