Title :
Towards multispectral data acquisition with hand-held devices
Author :
Khan, Raees ; van de Weijer, Joost ; Karatzas, Dimosthenis ; Muselet, Damien
Author_Institution :
Univ. de Lyon, St. Etienne, France
Abstract :
We propose a method to acquire multispectral data with handheld devices with front-mounted RGB cameras. We propose to use the display of the device as an illuminant while the camera captures images illuminated by the red, green and blue primaries of the display. Three illuminants and three response functions of the camera lead to nine response values which are used for reflectance estimation. Results are promising and show that the accuracy of the spectral reconstruction improves in the range of 30-40% over the spectral reconstruction based on a single illuminant. Furthermore, we propose to compute sensor-illuminant aware linear basis by discarding the part of the reflectances that falls in the sensor-illuminant null-space. We show experimentally that optimizing reflectance estimation on these new basis functions decreases the RMSE significantly over basis functions that are independent to sensor-illuminant. We conclude that, multispectral data acquisition is potentially possible with consumer hand-held devices such as tablets, mobiles, and laptops, opening up applications which are currently considered to be unrealistic.
Keywords :
colour displays; consumer electronics; data acquisition; estimation theory; image reconstruction; image sensors; least mean squares methods; optimisation; spectral analysis; video cameras; RMSE; basis functions; consumer handheld device; device display; front mounted RGB camera; multispectral data acquisition; reflectance estimation optimization; response function; sensor illuminant aware linear basis computation; sensor illuminant null space; spectral reconstruction; Multispectral; color measurements; mobile devices;
Conference_Titel :
Image Processing (ICIP), 2013 20th IEEE International Conference on
Conference_Location :
Melbourne, VIC
DOI :
10.1109/ICIP.2013.6738423