Denoising analysis of Hadamard transform spectrometry
Authors:
- 18 June 2014
- journal article
- Published by Optica Publishing Group in Optics Letters
- Vol. 39 (13) , 3744-3747
Abstract
We discuss denoising in Hadamard transform spectrometry (HTS) in terms of sensor noise, photon noise, and the sparsity of the source. An analysis based on spectra classification is proposed to estimate the signal-to-noise ratio (SNR) of both HTS and slit-based spectrometry. In contrast with previous theory, it is shown that HTS can improve the sensitivity of the sensor and that HTS outperforms slit-based spectrometry when the signal is dominated by photon noise and the source is sparse. Numerical simulations show that HTS is a good method for improving the poor SNR associated with weak or sparse signals.Keywords
Funding Information
- National Natural Science Foundation of China (NSFC) (61231014)
This publication has 18 references indexed in Scilit:
- Poisson Image Reconstruction With Hessian Schatten-Norm RegularizationIEEE Transactions on Image Processing, 2013
- Impact of signal-to-noise ratio in a hyperspectral sensor on the accuracy of biophysical parameter estimation in case II watersOptics Express, 2012
- Coded aperture spectroscopy with denoising through sparsityOptics Express, 2012
- This is SPIRAL-TAP: Sparse Poisson Intensity Reconstruction ALgorithms—Theory and PracticeIEEE Transactions on Image Processing, 2011
- Radiometric and signal-to-noise ratio properties of multiplex dispersive spectrometry.Applied Optics, 2010
- Theoretical aspects of Fourier Transform Spectrometry and common path triangular interferometersOptics Express, 2010
- Performance comparison of aperture codes for multimodal, multiplex spectroscopyApplied Optics, 2007
- Hadamard Transform Ion Mobility SpectrometryAnalytical Chemistry, 2005
- Optimal transformations for optical multiplex measurements in the presence of photon noise.Applied Optics, 2005
- Limitation of the multiplex gain in Hadamard transform spectroscopyPure and Applied Optics: Journal of the European Optical Society Part A, 1993