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Light source calibration for multispectral imaging in surgery
- Source :
- International Journal of Computer Assisted Radiology and Surgery
-
Abstract
- Purpose Live intra-operative functional imaging has multiple potential clinical applications, such as localization of ischemia, assessment of organ transplantation success and perfusion monitoring. Recent research has shown that live monitoring of functional tissue properties, such as tissue oxygenation and blood volume fraction, is possible using multispectral imaging in laparoscopic surgery. While the illuminant spectrum is typically kept constant in laparoscopic surgery and can thus be estimated from preoperative calibration images, a key challenge in open surgery originates from the dynamic changes of lighting conditions. Methods The present paper addresses this challenge with a novel approach to light source calibration based on specular highlight analysis. It involves the acquisition of low-exposure time images serving as a basis for recovering the illuminant spectrum from pixels that contain a dominant specular reflectance component. Results Comprehensive in silico and in vivo experiments with a range of different light sources demonstrate that our approach enables an accurate and robust recovery of the illuminant spectrum in the field of view of the camera, which results in reduced errors with respect to the estimation of functional tissue properties. Our approach further outperforms state-of-the-art methods proposed in the field of computer vision. Conclusion Our results suggest that low-exposure multispectral images are well suited for light source calibration via specular highlight analysis. This work thus provides an important first step toward live functional imaging in open surgery.
- Subjects :
- Surgical data science
Computer science
Calibration (statistics)
Multispectral image
Biomedical Engineering
Health Informatics
Standard illuminant
Field of view
02 engineering and technology
01 natural sciences
010309 optics
Illuminant spectral estimation
Multispectral imaging
Dichromatic reflection model
Monitoring, Intraoperative
0103 physical sciences
0202 electrical engineering, electronic engineering, information engineering
Specular highlight
Humans
Radiology, Nuclear Medicine and imaging
Computer vision
Computer Simulation
Specular reflection
Lighting
Pixel
business.industry
General Medicine
Specular highlights
Perfusion imaging
Computer Graphics and Computer-Aided Design
Computer Science Applications
Functional imaging
Calibration
020201 artificial intelligence & image processing
Surgery
Laparoscopy
Original Article
Computer Vision and Pattern Recognition
Artificial intelligence
business
Subjects
Details
- Language :
- English
- ISSN :
- 18616429 and 18616410
- Volume :
- 15
- Issue :
- 7
- Database :
- OpenAIRE
- Journal :
- International Journal of Computer Assisted Radiology and Surgery
- Accession number :
- edsair.doi.dedup.....a3a070acd671c94a9473fd0c33175b94
- Full Text :
- https://doi.org/10.1007/s11548-020-02195-y