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Characterization of physics-based radiative transfer modeling parameters for a blind test airborne hyperspectral data set

Contributo in Atti di convegno
Data di Pubblicazione:
2010
Abstract:
This work was motivated by the availability of a new ground truthed hyperspectral data set, freely accessible to the scientific community for target detection algorithm testing. In our research, we are interested in physics-based approaches to target detection, i.e. those techniques aimed at modeling the radiation transfer within the atmosphere in order to account for atmospheric/viewing/illumination effects. This is a crucial aspect in target detection applications, where the available information resides in the sensor-acquired radiance image and field-measured spectral reflectances of the targets. Properly backing out the aforementioned effects allows detection to be performed in either of the two domains, i.e. radiance or reflectance. As part of our research into the use of physics-based radiative transfer modeling (RTM) for target detection with these new data, it was important to accurately analyze the available a priori information concerning data acquisition, and investigate the value of enhancing this information by making use of freely accessible meteorological and environmental data. In this work, the characterization procedure of the RTM parameters applied to these data is described, and the corresponding RTM parameters thus obtained are reported. A range of variation for some of these parameters were determined as well, in order to allow for a certain degree of variability around nominal conditions (e.g. spatial variability within the scene, non-perfect acquisition condition knowledge, etc.). Target detection results obtained by adopting the RTM parameters attained by the characterization procedure show similar performance in both the radiance and the reflectance domains. © 2010 SPIE.
Tipologia CRIS:
04.01 Contributo in Atti di convegno
Keywords:
Atmospheric compensation; Blind test; Forward modeling; Radiative transfer modeling; Hyperspectral imagery; Target detection
Elenco autori:
Matteoli, Stefania
Autori di Ateneo:
MATTEOLI STEFANIA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/328657
Pubblicato in:
PROCEEDINGS OF SPIE, THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING
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