Hyperspectral unmixing for Raman spectroscopy via physics …
2024年3月7日 · Our results demonstrate that unmixing autoencoders provide improved accuracy, robustness and efficiency compared to standard unmixing methods. We also showcase the …
Hyperspectral unmixing for Raman spectroscopy via physics
Hyperspectral unmixing methods are essential to exploit the capabilities of Raman spectroscopy for nondestructive, unbiased chemical characterization in a wide array of domains, from …
Hyperspectral unmixing for Raman spectroscopy via physics …
In this work, we have presented an autoencoder-based methodology for hyperspectral unmixing in Raman spectroscopy, which we validated on a wide array of synthetic and real experimental …
[PDF] Hyperspectral unmixing for Raman spectroscopy via …
2024年3月7日 · This work introduces a framework for Raman unmixing based on autoencoder neural networks and demonstrates that such methods offer more versatile, robust, and data …
Hyperspectral unmixing for Raman spectroscopy via physics …
2024年10月29日 · Our results demonstrate that unmixing autoencoders provide improved accuracy, robustness, and efficiency compared to standard unmixing methods. We also …
Hyperspectral Unmixing Based on Multilinear Mixing Model Using ...
2024年1月31日 · In this article, we propose a novel autoencoder (AE)-based network for unsupervised unmixing based on MLM. Leveraging an elaborate network design, this …
ICML Hyperspectral Unmixing for Raman Spectroscopy via …
Our results demonstrate that unmixing autoencoders provide improved accuracy, robustness and efficiency compared to standard unmixing methods. We also showcase the applicability of …
Spectral unmixing and clustering algorithms for assessment of …
2011年6月7日 · In this paper, we compare the chemical and spatial information that can be obtained from a Raman hyperspectral data set using segmentation algorithms and comparing …
Linear unmixing protocol for hyperspectral image fusion analysis ...
2021年9月20日 · In this work, a case study based on the investigation of cross-sections from rice leaves by Raman, synchrotron infrared and fluorescence imaging techniques is presented. …
(PDF) Hyperspectral unmixing for Raman spectroscopy via …
2024年3月7日 · Here, we develop hyperspectral unmixing algorithms based on autoencoder neural networks, and we systematically validate them using both synthetic and experimental …