A statistics-aware method projects TCSPC photon timestamps onto non-uniform spline sketches using Fisher-information knot placement, delivering up to 256x compression while matching full-histogram NLSF and MLE accuracy on mono- and bi-exponential data.
Fpga implementation of sketched li- dar for a 192 x 128 spad image sensor
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Histogramless Time-Domain Sketched Fluorescence Lifetime Imaging
A statistics-aware method projects TCSPC photon timestamps onto non-uniform spline sketches using Fisher-information knot placement, delivering up to 256x compression while matching full-histogram NLSF and MLE accuracy on mono- and bi-exponential data.