资 源 简 介
资源描述
The Sparse Poisson Intensity Reconstruction ALgrotihms (SPIRAL) toolbox,
SPIRALTAP.m, is MATLAB code for recovering sparse signals from Poisson
observations. SPIRAL minimizes a regularized negative log-likelihood
objective function with various penalty choices for the regularization terms:
- Sparsity (l1 norm) of the coefficients in an orthonormal basis,
- Total variation seminorm of the image,
- Penalty based on Recursive Dyadic Partitions (RDPs), and
- Penalty based on translationally-invariant (cycle-spun) RDPs.
For more details, see
Zachary T. Harmany, Roummel F. Marcia, Rebecca M. Willett, "This is
SPIRAL-TAP: Sparse Poisson Intensity Reconstruction Algorithms -- Theory
and Practice," Submitted to IEEE Transactions on Image Processing.
A preprint of this article is available on arXiv.org:
文 件 列 表
demodata
canonicaldata.mat
CVS
imagedata.mat
imagedata2.mat
imagedata2old.mat
denoise
cameraman.pgm
constrainedl2l1denoise.m
CVS
deblur_tv_fista.m
deblur_tv_fista_sep.m
denoise_bound.m
denoise_bound_init.m
denoisel1.m
dnsamp2.m
guide_tv_deblur.pdf
haarTIApprox2D.m
haarTIApprox2DNN_recentered.m
haarTVApprox2dNN.m
haarTVApprox2DNN_recentered.m
Lforward.m
logLike.m
Ltrans.m
tlv.m
README.txt
rwt
compile.m
Contents.m
daubcqf.m
denoise.m
HardTh.m
INSTALL
LICENSE
makesig.m
mdwt.c
mdwt.m
mdwt.mexmac
mdwt.mexmaci
mdwt.mexmaci64
mdwt_r.c
midwt.c
midwt.m
midwt.mexmac
midwt.mexmaci
midwt.mexmaci64
midwt_r.c
mirdwt.c
mirdwt.m
mirdwt.mexmac
mirdwt.mexmaci
mirdwt.mexmaci64
mirdwt_r.c
mrdwt.c
mrdwt.m
mrdwt.mexmac
mrdwt.mexmaci
mrdwt.mexmaci64
mrdwt_r.c
README
setopt.m
SoftTh.m
SPIRALdemo.m
SPIRALTAP.m
