Extend CFSS to broadened-echo scattering regimes

Extend the coarse-to-fine spline-sketching framework to stronger-scattering conditions in which broadened echo pulses may violate the performance regime defined by the fine-sketch placement criterion in Equation (\ref{eq:zs-regime}).

Background

The paper develops coarse-to-fine spline sketching (CFSS) for memory- and bandwidth-efficient SPAD-LiDAR ranging. Its fine-sketch placement criterion assumes a relationship between the instrument-response-function width, the measurement period, and the number of sketch coefficients; specifically, the method operates in the regime characterized by Equation (\ref{eq:zs-regime}).

The authors note that stronger-scattering media can broaden the echo pulse. Such broadening may cause the stated operating-regime condition to fail, potentially reducing the accuracy or validity of the existing CFSS reconstruction. Extending the framework to handle these broadened-echo conditions is explicitly left unresolved for future work.

References

Future optimization can target stronger-scattering media that broaden the echo pulse, to enhance generalization. Industry demonstrators have characterized echo histogram profiles for different scattering conditions, and the widened pulse may violate the performance regime of~eq:zs-regime. Extending the framework to such regimes is left to future work.

— Memory- and Bandwidth-Efficient SPAD-LiDAR Ranging via Coarse-to-Fine Spline Sketching  (2609.35126 - Zangy et al., 28 Sep 2026) in Section Conclusion