This document describes a novel algorithm developed to automatically estimate the dimensions of irregularly shaped soot sheets in turbulent flames. The algorithm combines and adapts existing computational methods to statistically quantify soot sheet lengths and widths without relying on oversimplified assumptions. It was tested on soot sheets visualized through laser-induced incandescence in a turbulent jet flame. The algorithm accounted for bending and irregular shapes, and estimated soot sheet dimensions with an uncertainty of around 11%. Measurements revealed a correlation between characteristic length and width of soot sheets. Further development could extend the approach to three dimensions.