SEM Deep Learning Multiclass Noise Level Classification with Data Augmentation

EPFL CVLab EM Dataset - E. CVLab, “EPFL CVLab EM Dataset.” CVLab, EPFL. Accessed: Nov. 01, 2025. [Electron Microscopy Images]. Available: https://www.epfl.ch/labs/cvlab/data/data-em/ NFFA-EUROPE - 100% SEM Dataset - R. Aversa, M. H. Modarres, S. Cozzini, and R. Ciancio, “NFFA-EUROPE - 100% SEM Dataset.” NFFA-EUROPE Project, 2018. doi: 10.23728/b2share.80df8606fcdb4b2bae1656f0dc6db8ba. B. N. Orcutt, “Scanning Electron Microscopy (SEM) photographs of biofilms on indium tin oxide electrodes from cathodic poised potential experiments with subsurface crustal samples from CORK borehole observatories at North Pond on the Mid-Atlantic Ridge during R/V A.” Biological and Chemical Oceanography Data Management Office (BCO-DMO)., Feb. 03, 2020. doi: 10.1575/1912/bco-dmo.780261.1.Gaussian noise levels from 0.0000 to 0.0100, incremented by 0.001To use the models, please refer to MLflow python library.