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Chemometric analysis in Raman spectroscopy from experimental design to machine learning-based modeling

Nature protocols, 2021-12, Vol.16 (12), p.5426-5459

2021

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Deep learning a boon for biophotonics?

Journal of biophotonics, 2020-06, Vol.13 (6), p.e201960186-n/a

2020

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Raman Based Molecular Imaging and Analytics: A Magic Bullet for Biomedical Applications!?

Analytical chemistry (Washington), 2016-01, Vol.88 (1), p.133-151

2016

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Exploring the Steps of Infrared (IR) Spectral Analysis: Pre-Processing, (Classical) Data Modelling, and Deep Learning

Molecules (Basel, Switzerland), 2023-09, Vol.28 (19), p.6886

2023

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Label‐Free Molecular Imaging of Biological Cells and Tissues by Linear and Nonlinear Raman Spectroscopic Approaches

Angewandte Chemie (International ed.), 2017-04, Vol.56 (16), p.4392-4430

International ed. in English, 2017

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Modified PCA and PLS: Towards a better classification in Raman spectroscopy–based biological applications

Journal of chemometrics, 2020-04, Vol.34 (4), p.n/a

2020

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A Review on Data Fusion of Multidimensional Medical and Biomedical Data

Molecules (Basel, Switzerland), 2022-11, Vol.27 (21), p.7448

2022

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Tracking heavy water (D₂O) incorporation for identifying and sorting active microbial cells

Proceedings of the National Academy of Sciences - PNAS, 2015-01, Vol.112 (2), p.E194-E203

2015

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Illuminating the Tiny World: A Navigation Guide for Proper Raman Studies on Microorganisms

Molecules (Basel, Switzerland), 2024-02, Vol.29 (5), p.1077

2024

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Siamese Networks for Clinically Relevant Bacteria Classification Based on Raman Spectroscopy

Molecules (Basel, Switzerland), 2024-02, Vol.29 (5), p.1061

2024

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Use of polymers as wavenumber calibration standards in deep-UVRR

Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy, 2023-02, Vol.287, p.122062, Article 122062

2023

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Multimodal Imaging Spectroscopy of Tissue

Annual review of analytical chemistry (Palo Alto, Calif.), 2015-07, Vol.8 (1), p.359-387

2015

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Feasibility studies of multimodal nonlinear endoscopy using multicore fiber bundles for remote scanning from tissue sections to bulk organs

Scientific reports, 2023-08, Vol.13 (1), p.13779-13779, Article 13779

2023

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UV-Raman Spectroscopic Identification of Fungal Spores Important for Respiratory Diseases

Analytical chemistry (Washington), 2018-08, Vol.90 (15), p.8912-8918

2018

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A systematic study of transfer learning for colorectal cancer detection

Informatics in medicine unlocked, 2023, Vol.40, p.101292, Article 101292

2023

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A Systematic Investigation of Image Pre-Processing on Image Classification

IEEE access, 2024, Vol.12, p.64913-64926

2024

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Spatial resolution of tip-enhanced Raman spectroscopy - DFT assessment of the chemical effect

Nanoscale, 2016-05, Vol.8 (19), p.10229-10239

2016

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Monitoring Deuterium Uptake in Single Bacterial Cells via Two-Dimensional Raman Correlation Spectroscopy

Analytical chemistry (Washington), 2021-06, Vol.93 (21), p.7714-7723

2021

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Fusion of MALDI Spectrometric Imaging and Raman Spectroscopic Data for the Analysis of Biological Samples

Frontiers in chemistry, 2018-07, Vol.6, p.257-257

2018

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LOC-SERS: A Promising Closed System for the Identification of Mycobacteria

Analytical chemistry (Washington), 2016-08, Vol.88 (16), p.7998-8004

2016

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Deep learning-based classification of blue light cystoscopy imaging during transurethral resection of bladder tumors

Scientific reports, 2021-06, Vol.11 (1), p.11629-11629, Article 11629

2021

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Comparison of Different Label-Free Raman Spectroscopy Approaches for the Discrimination of Clinical MRSA and MSSA Isolates

Microbiology spectrum, 2022-10, Vol.10 (5), p.e0076322-e0076322

2022

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Do You Get What You See? Understanding Molecular Self‐Healing

Chemistry : a European journal, 2018-02, Vol.24 (10), p.2493-2502

2018

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Classification of inflammatory bowel diseases by means of Raman spectroscopic imaging of epithelium cells

Journal of Biomedical Optics, 2012-07, Vol.17 (7), p.076030-076030

2012

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Biochemical Analysis of Leukocytes after In Vitro and In Vivo Activation with Bacterial and Fungal Pathogens Using Raman Spectroscopy

International journal of molecular sciences, 2021-10, Vol.22 (19), p.10481

2021

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Chemometric analysis in Raman spectroscopy from experimental design to machine learning-based modeling

Deep learning a boon for biophotonics?

Raman Based Molecular Imaging and Analytics: A Magic Bullet for Biomedical Applications!?

Exploring the Steps of Infrared (IR) Spectral Analysis: Pre-Processing, (Classical) Data Modelling, and Deep Learning

Label‐Free Molecular Imaging of Biological Cells and Tissues by Linear and Nonlinear Raman Spectroscopic Approaches

Modified PCA and PLS: Towards a better classification in Raman spectroscopy–based biological applications

A Review on Data Fusion of Multidimensional Medical and Biomedical Data

Tracking heavy water (D₂O) incorporation for identifying and sorting active microbial cells

Illuminating the Tiny World: A Navigation Guide for Proper Raman Studies on Microorganisms

Siamese Networks for Clinically Relevant Bacteria Classification Based on Raman Spectroscopy

Use of polymers as wavenumber calibration standards in deep-UVRR

Multimodal Imaging Spectroscopy of Tissue

Feasibility studies of multimodal nonlinear endoscopy using multicore fiber bundles for remote scanning from tissue sections to bulk organs

UV-Raman Spectroscopic Identification of Fungal Spores Important for Respiratory Diseases

A systematic study of transfer learning for colorectal cancer detection

A Systematic Investigation of Image Pre-Processing on Image Classification

Spatial resolution of tip-enhanced Raman spectroscopy - DFT assessment of the chemical effect

Monitoring Deuterium Uptake in Single Bacterial Cells via Two-Dimensional Raman Correlation Spectroscopy

Fusion of MALDI Spectrometric Imaging and Raman Spectroscopic Data for the Analysis of Biological Samples

LOC-SERS: A Promising Closed System for the Identification of Mycobacteria

Deep learning-based classification of blue light cystoscopy imaging during transurethral resection of bladder tumors

Comparison of Different Label-Free Raman Spectroscopy Approaches for the Discrimination of Clinical MRSA and MSSA Isolates

Do You Get What You See? Understanding Molecular Self‐Healing

Classification of inflammatory bowel diseases by means of Raman spectroscopic imaging of epithelium cells

Biochemical Analysis of Leukocytes after In Vitro and In Vivo Activation with Bacterial and Fungal Pathogens Using Raman Spectroscopy

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