“…For small particle characterization, most analyses are performed in solution using common methods such as DLS, transmission electron microscopy (TEM), atomic force microscopy (AFM), BET surface analysis or SEM picture analysis, − including works related to Fe, Fe/Ni and Fe/Pd NPs. ,,, For solid materials, SEM/TEM pictures are taken, calculating the mean particle size by visual measuring, even with an image analysis software . Recent works have shown the potential of image analysis (2D metrics) for small particles, mostly TEM images in liquid phase. − This work applies this concept on the SEM pictures from the membrane/particle nanocomposite to quantify the shape descriptors of the Fe NPs in 2D.…”