“…FD serves as a potent image texture descriptor, quantifying object complexity, with elevated values signifying more complex structures [ 7 , 12 , 19 , 22 , 37 , 41 ]. However, given that distinct fractal objects may exhibit identical FDs, lacunarity is employed to augment FD, offering insights into image heterogeneity [ 8 , 15 , 38 ] by evaluating the spatial arrangement of voids, hence elucidating the pixel distribution and organization, essentially quantifying space occupancy [ 3 , 15 ]. Homogeneous objects display low lacunarity with consistent gap sizes, whereas heterogeneous entities demonstrate high lacunarity [ 43 ].…”