TY - RPRT TI - Machine learning pipeline for denoising low signal-to-noise ratio and out-of-distribution transmission electron microscopy datasets AU - Lee, Brian [Brookhaven National Laboratory (BNL), Upton, NY (United States). Center for Functional Nanomaterials (CFN)] (ORCID:0000000335827676) AU - Li, Meng [Brookhaven National Laboratory (BNL), Upton, NY (United States). Center for Functional Nanomaterials (CFN)] AU - Yang, Judith C. [Brookhaven National Laboratory (BNL), Upton, NY (United States). Center for Functional Nanomaterials (CFN); University of Pittsburgh, PA (United States)] AU - Zakharov, Dmitri N. [Brookhaven National Laboratory (BNL), Upton, NY (United States). Center for Functional Nanomaterials (CFN)] AU - Qu, Xiaohui [Brookhaven National Laboratory (BNL), Upton, NY (United States). Center for Functional Nanomaterials (CFN)] (ORCID:0000000156518405) PY - 2026 DO - 10.1038/s41524-026-02193-9 UR - https://www.osti.gov/biblio/3377361 ID - 3377361 ER -