scholarly journals Image processing pipeline for segmentation and material classification based on multispectral high dynamic range polarimetric images

2017 ◽  
Vol 25 (24) ◽  
pp. 30073 ◽  
Author(s):  
Miguel Ángel Martínez-Domingo ◽  
Eva M. Valero ◽  
Javier Hernández-Andrés ◽  
Shoji Tominaga ◽  
Takahiko Horiuchi ◽  
...  
2007 ◽  
Vol 18 (5) ◽  
pp. 439-451 ◽  
Author(s):  
Matthew Trentacoste ◽  
Wolfgang Heidrich ◽  
Lorne Whitehead ◽  
Helge Seetzen ◽  
Greg Ward

2021 ◽  
Author(s):  
Li Shiwen ◽  
Laura Steel ◽  
Cecilia A. L. Dahlsjö ◽  
Stuart N. Peirson ◽  
Alexander Shenkin ◽  
...  

Light in nature is complex and dynamic, and varies along spectrum, space, direction, and time. While both spectrally resolved measurements and spatially resolved measurements are widely available, spectrally and spatially resolved measurements are technologically more challenging. Here, we present a portable imaging system using off-the-shelf components to capture the full spherical light environment in a spectrally and spatially resolved fashion. The method relies on imaging the 4π-steradian light field reflected from a mirrored chrome sphere using a commercial hyperspectral camera (400-1000 nm) from multiple directions and an image-processing pipeline for extraction of the mirror sphere, removal of saturated pixels, correction of specular reflectance of the sphere, promotion to a high dynamic range, correction of misalignment of images, correction of intensity compression, erasure of the imaging system, unwrapping of the spherical images, filling-in blank regions, and stitching images collected from different angles. We applied our method to Wytham Woods, an ancient semi-natural woodland near Oxford, UK. We acquired a total of 168 images in two sites with low and high abundance of ash, leading to differences in canopy, leading to a total 14 hyperspectral light probes. Our image-processing pipeline corrected small (<3 deg) field-based misalignment adequately. Our novel hyperspectral imaging method is adapted for field conditions and opens up novel opportunities for capturing the complex and dynamic nature of the light environment.


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