Spectroscopic Quantification of Plasma Free Hemoglobin Based on Paired Domain Adaptation and Orthogonality Constraints

OBJECTIVE: We propose a paired domain-adaptation deep regression method for multi-pathlength spectroscopy to quantify plasma free hemoglobin (FHB) robustly across measurement conditions. METHODS: on the raw scale. RESULTS: = 0.748 ± 0.088. CONCLUSION: The method improves cross-domain robustness and interpretability for plasma FHB prediction.

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Publication Details

Journal
Journal of Biophotonics
Published
2026-04-01
DOI
https://doi.org/10.1002/jbio.70266
Primary Topic
Spectroscopy and Chemometric Analyses
Type
article
Field-Weighted Citation Impact
0.00

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article

Spectroscopic Quantification of Plasma Free Hemoglobin Based on Paired Domain Adaptation and Orthogonality Constraints

Haiyue Lv, Mengqiu Zhang
Journal of Biophotonics
Spectroscopy and Chemometric Analyses
article

Spectroscopic Quantification of Plasma Free Hemoglobin Based on Paired Domain Adaptation and Orthogonality Constraints

Haiyue Lv, Mengqiu Zhang
article en

Abstract

OBJECTIVE: We propose a paired domain-adaptation deep regression method for multi-pathlength spectroscopy to quantify plasma free hemoglobin (FHB) robustly across measurement conditions. METHODS: on the raw scale. RESULTS: = 0.748 ± 0.088. CONCLUSION: The method improves cross-domain robustness and interpretability for plasma FHB prediction.

Journal of BiophotonicsVol. 19(4)
Shandong University of Traditional Chinese Medicine (CN)
Natural Science Foundation of Shandong Province
Openalex Percentile: Top 29%
Spectroscopy and Chemometric Analyses
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