Research graph
References from Complementarity validation of strain identification based on LIBS spectra and gram-stained microscopic images. Local targets link to admitted publications; unresolved targets remain external evidence.
Evolving strategies in microbe identification—a comprehensive review of biochemical, MALDI-TOF MS and molecular testing methods
10.1093/jac/dkae275 · 2024 · External reference
Recent studies on advance spectroscopic techniques for the identification of microorganisms: a review
10.1016/j.arabjc.2022.104521 · 2023 · External reference
Machine learning and applications in microbiology
10.1093/femsre/fuab015 · 2021 · External reference
Quantitative analysis of Cu, Zn, and Pb elements in ores by X-ray fluorescence using a hierarchical convolutional network with attention excitation
10.1039/d5ja00047e · 2025 · External reference
Advancements in machine learning, deep learning, and data fusion techniques for XRF spectrometry in heavy metal detection: a critical review
10.1039/d5ja00458f · 2026 · External reference
Use of the Gram stain in microbiology
10.1080/bih.76.3.111.118 · 2001 · External reference
Using image processing and automated classification models to classify microscopic Gram stain images
2023 · External reference
Rapid convolutional neural networks for Gram-stained image classification at inference time on mobile devices: empirical study from transfer learning to optimization
10.3390/biomedicines10112808 · 2022 · External reference
Performance evaluation of machine-assisted interpretation of Gram stains from positive blood cultures
10.1128/jcm.00876-23 · 2024 · External reference
Laser-induced breakdown spectroscopy
10.1038/s43586-025-00388-w · 2025 · External reference
Machine learning in laser-induced breakdown spectroscopy: a review
10.1007/s11467-024-1427-2 · 2024 · External reference
A review of the use of laser-induced breakdown spectroscopy for bacterial classification, quantification, and identification
10.1016/j.sab.2019.02.005 · 2019 · External reference
A membrane basis for bacterial identification and discrimination using laser-induced breakdown spectroscopy
10.1063/1.3116141 · 2009 · External reference
Study on direct identification of bacteria by laser-induced breakdown spectroscopy
10.1039/d2ay01840c · 2023 · External reference
Rapid and accurate identification of bacteria utilizing laser-induced breakdown spectroscopy
10.1364/boe.517213 · 2024 · External reference
Construction of classification models for pathogenic bacteria based on LIBS combined with different machine learning algorithms
10.1364/ao.463278 · 2022 · External reference
Combination of laser-induced breakdown spectroscopy and Raman spectroscopy for multivariate classification of bacteria
10.1016/j.sab.2017.11.004 · 2018 · External reference
Multimodal machine learning: a survey and taxonomy
10.1109/tpami.2018.2798607 · 2019 · External reference
Deep learning based multimodal biomedical data fusion: an overview and comparative review
10.1016/j.inffus.2024.102536 · 2024 · External reference
Gram staining
10.1002/9780471729259.mca03cs00 · 2006 · External reference
Smoothing and differentiation of data by simplified least squares procedures
10.1021/ac60214a047 · 1964 · External reference
Asymmetric least squares for multiple spectra baseline correction
10.1016/j.aca.2010.08.033 · 2010 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Principal component analysis: a review and recent developments
2016 · External reference
Support-vector networks
10.1023/a:1022627411411 · 1995 · External reference
Deep residual learning for image recognition
2016 · External reference
MobileNetV2: inverted residuals and linear bottlenecks
2018 · External reference
Densely connected convolutional networks
2017 · External reference
An image is worth 16 × 16 words: transformers for image recognition at scale
2021 · External reference
Big Transfer (BiT): general visual representation learning
2020 · External reference
ImageNet: a large-scale hierarchical image database
2009 · External reference
On combining classifiers
10.1109/34.667881 · 1998 · External reference
Stacked generalization
10.1016/s0893-6080(05)80023-1 · 1992 · External reference
Bias in error estimation when using cross-validation for model selection
10.1186/1471-2105-7-91 · 2006 · External reference
A systematic analysis of performance measures for classification tasks
10.1016/j.ipm.2009.03.002 · 2009 · External reference
The balanced accuracy and its posterior distribution
2010 · External reference
An introduction to ROC analysis
10.1016/j.patrec.2005.10.010 · 2006 · External reference
Two-sided confidence intervals for the single proportion: Comparison of seven methods
10.1002/(sici)1097-0258(19980430)17:8<857::aid-sim777>3.0.co;2-e · 1998 · External reference
