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Measurement and Estimation of Spectral Sensitivity Functions for Mobile Phone Cameras
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Mobile phone cameras are often significantly more useful than professional digital single-lens reflex (DSLR) cameras. Knowledge of the camera spectral sensitivity function is important in many fields that make use of images. In this study, methods for measuring and estimating spectral sensitivity functions for mobile phone cameras are developed. In the direct measurement method, the spectral sensitivity at each wavelength is measured using monochromatic light. Although accurate, this method is time-consuming and expensive. The indirect estimation method is based on color samples, in which the spectral sensitivities are estimated from the input data of color samples and the corresponding output RGB values from the camera. We first present an imaging system for direct measurements. A variety of mobile phone cameras are measured using the system to create a database of spectral sensitivity functions. The features of the measured spectral sensitivity functions are then studied using principal component analysis (PCA) and the statistical features of the spectral functions extracted. We next describe a normal method to estimate the spectral sensitivity functions using color samples and point out some drawbacks of the method. A method to solve the estimation problem using the spectral features of the sensitivity functions in addition to the color samples is then proposed. The estimation is stable even when only a small number of spectral features are selected. Finally, the results of the experiments to confirm the feasibility of the proposed method are presented. We establish that our method is excellent in terms of both the data volume of color samples required and the estimation accuracy of the spectral sensitivity functions.
Title: Measurement and Estimation of Spectral Sensitivity Functions for Mobile Phone Cameras
Description:
Mobile phone cameras are often significantly more useful than professional digital single-lens reflex (DSLR) cameras.
Knowledge of the camera spectral sensitivity function is important in many fields that make use of images.
In this study, methods for measuring and estimating spectral sensitivity functions for mobile phone cameras are developed.
In the direct measurement method, the spectral sensitivity at each wavelength is measured using monochromatic light.
Although accurate, this method is time-consuming and expensive.
The indirect estimation method is based on color samples, in which the spectral sensitivities are estimated from the input data of color samples and the corresponding output RGB values from the camera.
We first present an imaging system for direct measurements.
A variety of mobile phone cameras are measured using the system to create a database of spectral sensitivity functions.
The features of the measured spectral sensitivity functions are then studied using principal component analysis (PCA) and the statistical features of the spectral functions extracted.
We next describe a normal method to estimate the spectral sensitivity functions using color samples and point out some drawbacks of the method.
A method to solve the estimation problem using the spectral features of the sensitivity functions in addition to the color samples is then proposed.
The estimation is stable even when only a small number of spectral features are selected.
Finally, the results of the experiments to confirm the feasibility of the proposed method are presented.
We establish that our method is excellent in terms of both the data volume of color samples required and the estimation accuracy of the spectral sensitivity functions.
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