Hyperspectral VNIR and NIR Sensors for the Analysis of Human Normal Brain and Tumor Tissue

被引:1
|
作者
Leon, Raquel [1 ]
Fabelo, Himar [1 ]
Ortega, Samuel [1 ,2 ]
Callico, Gustavo M. [1 ]
机构
[1] Univ Las Palmas Gran Canaria, Inst Appl Microelect IUMA, Las Palmas Gran Canaria, Spain
[2] Norwegian Inst Food Fisheries & Aquaculture Res, Nofima, Tromso, Norway
基金
欧盟地平线“2020”;
关键词
Hyperspectral imaging; Brain tumors; Image registration; Statistical Analysis; IMAGE REGISTRATION;
D O I
10.1109/DCIS53048.2021.9666168
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Hyperspectral (HS) imaging (HSI) is arising as a novel imaging technique to delineate brain tumor tissue in surgical-time. The accurate identification of the boundaries between tumor and normal tissue determines prolonged survival. In this work, a preliminary spectral analysis of different brain tissue was performed to identify features between different classes. A HSI dataset of in-vivo brain tissue was acquired by two HS cameras, covering the VNIR (Visual and Near-Infrared) [400-1000 nm] and NIR (Near-Infrared) [900-1700 nm] spectral ranges. Both HS images were registered using feature-based techniques with different geometric transformations to perform a spectral analysis of a certain pixel. Reflectance and absorbance spectral signatures were analyzed identifying spectral absorbance peaks related with hemoglobin and water. Finally, a statistical analysis was performed, where normal tissue (NT), tumor tissue (TT), and hypervascularized tissue (HT) were compared, obtaining highly statistically significance between HT-NT and HT-TT in both VNIR and NIR spectral ranges analyzed, and some no statistically significant differences between TT and NT in certain spectral ranges.
引用
收藏
页码:33 / 38
页数:6
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