Synthetic white balancing for intra-operative hyperspectral imaging

被引:5
作者
Bahl, Anisha [1 ]
Horgan, Conor C. [1 ,2 ]
Janatka, Mirek [2 ]
MacCormac, Oscar J. [1 ,3 ]
Noonan, Philip [2 ]
Xie, Yijing [1 ]
Qiu, Jianrong [1 ,4 ]
Cavalcanti, Nicola [5 ]
Fuernstahl, Philipp [5 ]
Ebner, Michael [2 ]
Bergholt, Mads S. [4 ]
Shapey, Jonathan [1 ,2 ,3 ]
Vercauteren, Tom [1 ,2 ]
机构
[1] Kings Coll London, Sch Biomed Engn & Imaging Sci, London, England
[2] Hypervis Surg Ltd, London, England
[3] Kings Coll Hosp London, Denmark Hill, London, England
[4] Kings Coll London, Ctr Craniofacial & Regenerat Biol, London, England
[5] Balgrist Univ Hosp, Zurich, Switzerland
基金
英国惠康基金; “创新英国”项目; 英国工程与自然科学研究理事会;
关键词
hyperspectral imaging; multispectral imaging; intraoperative; white balancing; illuminant correction; vignetting correction;
D O I
10.1117/1.JMI.10.4.046001
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose Hyperspectral imaging shows promise for surgical applications to non-invasively provide spatially resolved, spectral information. For calibration purposes, a white reference image of a highly reflective Lambertian surface should be obtained under the same imaging conditions. Standard white references are not sterilizable and so are unsuitable for surgical environments. We demonstrate the necessity for in situ white references and address this by proposing a novel, sterile, synthetic reference construction algorithm. Approach The use of references obtained at different distances and lighting conditions to the subject were examined. Spectral and color reconstructions were compared with standard measurements qualitatively and quantitatively, using Delta E and normalized RMSE, respectively. The algorithm forms a composite image from a video of a standard sterile ruler, whose imperfect reflectivity is compensated for. The reference is modeled as the product of independent spatial and spectral components, and a scalar factor accounting for gain, exposure, and light intensity. Evaluation of synthetic references against ideal but non-sterile references is performed using the same metrics alongside pixel-by-pixel errors. Finally, intraoperative integration is assessed though cadaveric experiments. Results Improper white balancing leads to increases in all quantitative and qualitative errors. Synthetic references achieve median pixel-by-pixel errors lower than 6.5% and produce similar reconstructions and errors to an ideal reference. The algorithm integrated well into surgical workflow, achieving median pixel-by-pixel errors of 4.77% while maintaining good spectral and color reconstruction. Conclusions We demonstrate the importance of in situ white referencing and present a novel synthetic referencing algorithm. This algorithm is suitable for surgery while maintaining the quality of classical data reconstruction. (c) 2023 Society of Photo-Optical Instrumentation Engineers (SPIE)
引用
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页数:19
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