Deep metric learning framework combined with Gramian angular difference field image generation for Raman spectra classification based on a handheld Raman spectrometer

Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning

Chi-Sing Ho, Neal Jean, Catherine A. Hogan et al. · Nature Communications · 2019 · 828 citations · Full text

Life Sciences, Clinical Sciences, Microbiology +15

Imaging Time-Series to Improve Classification and Imputation

Zhiguang Wang, Tim Oates · arXiv (Cornell University) · 2015 · 483 citations · Full text

Computing, Computer Science, Computer Vision +16

Meta-learning baselines and database for few-shot classification in agriculture

Yang Li, Jiachen Yang · Computers and Electronics in Agriculture · 2021 · 157 citations

Agriculture, Crop Sciences, Training Systems +8

Understanding the learning mechanism of convolutional neural networks in spectral analysis

Xiaolei Zhang, Jinfan Xu, Jie Yang et al. · Analytica Chimica Acta · 2020 · 142 citations

Computing, Computer Science, Machine Learning +13

Identification and composition of carbonate minerals of the calcite structure by Raman and infrared spectroscopies using portable devices

Yonghwi Kim, Marie‐Camille Caumon, Odile Barrès et al. · Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy · 2021 · 117 citations · Full text

Natural Sciences, Earth Sciences, Geology +17