Deep-Learning-Enabled Fast Optical Identification and Characterization of Two-Dimensional Materials

Understand

Advanced microscopy and/or spectroscopy tools play indispensable role in nanoscience and nanotechnology research, as it provides rich information about the growth mechanism, chemical compositions, crystallography, and other important physical and chemical properties.

• However, the interpretation of imaging data heavily relies on the "intuition" of experienced researchers.
• As a result, many of the deep graphical features obtained through these tools are often unused because of difficulties in processing the data and finding the correlations.
• Such challenges can be well addressed by deep learning.