In the realm of nanotechnology, CNNs are being utilized for various applications such as nanomaterial characterization, defect detection in nanofabrication processes, and drug delivery systems. Through their ability to analyze high-resolution images, CNNs can identify structural and morphological details at the nanoscale, which is crucial for advancing research and development in nanotechnology.