“…The shape attributes of a metal nanoparticle (mNP) determine many of its physical, chemical, and functional properties, including plasmonic behavior, − catalytic efficiency, − and biological activity. , Significant research effort has focused on developing methods for the shape-controlled synthesis of mNPs, and an accurate and efficient method for their characterization has been indispensable for the success achieved by these studies. − To date, transmission electron microscopy (TEM) remains the most reliable and widely used method for characterizing the morphology of NPs, for which rapid advancement in automated high-throughput electron microscopy has drastically increased both the acquisition rate and the quality of TEM data. − Increased efficiency in TEM data acquisition now enables the scale of NP shape characterization to increase from tens or hundreds of particles to orders of magnitude more, extracting information at the level of more informative statistical distributions . The information from TEM data at such a scale far exceeds the capability of a human analyst, and hence, the development of automated methods for TEM image analysis is imperative.…”