Non-Blind圖像反卷積論文整理?

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1 Spatial Deconvolution

Stochastic Deconvolution? 2013 ?
http://www.cs.ubc.ca/labs/imager/tr/2013/StochasticDeconvolution/

在空域上直接逐點探測圖像灰度數據應該增加，還是減少，并把結果應用到該點。判斷的依據就是變化后的值|Ax - y| + w|Dx| 誰更小。如此迭代多次，數據收斂。

其優點是卷積因子可在空域上變化；非常直觀，方便設計更好的先驗知識模型。
缺點是速度很慢。



Inverse Kernels for Fast Spatial Deconvolution 2014
http://lxu.me/
空域上進行快速反卷積
迭代過程中，通過augmented Lagrangian method得到固定的反卷積的空域因子 kernel，再使用SVD 方法對kernel分解成多個一維的卷積因子加速空域卷積處理


2? Machine Learning

Deep Convolutional Neural Network for Image Deconvolution? 2014
?http://lxu.me/

A machine learning approach for non-blind image deconvolution??? 2013
http://webdav.is.mpg.de/pixel/neural_deconvolution/
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3 TOTAL VARIATION

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A NEW ALTERNATING MINIMIZATION ALGORITHM FOR TOTAL VARIATION IMAGE RECONSTRUCTION 2008
http://www.caam.rice.edu/~yzhang/reports/tr0710_rev.pdf
http://www.caam.rice.edu/~optimization/L1/ftvd/
http://www.caam.rice.edu/~optimization/L1/

L1-Related Optimization Software
FPC: MATLAB Algorithms for Large-Scale L1-Minimization: - Link
FTVd: A MATLAB Code for Total Variation based Image Deconvolution: - Link
Bregman Iterative Algorithms for Compressed Sensing: - Link
http://www.caam.rice.edu/~heinken/software/matlab_impl_constr/implicit_constraints.html



4 Constraints
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Handling Outliers in Non-blind Image Deconvolution 2011

http://cg.postech.ac.kr/research/deconv_outliers/

Fast Deconvolution with Color Constraints on Gradients? 2012
http://vision.seas.harvard.edu/ccap/


Fast High-Quality non-Blind Deconvolution Using Sparse Adaptive Priors? 2014
http://www.inf.ufrgs.br/~oliveira/pubs_files/pubs.html


Good Image Priors for Non-blind Deconvolution: Generic vs Specific? 2014 ?
http://cs.brown.edu/~lbsun/GoodPriors2014/goodpriors2014eccv.html


Discriminative Non-blind Deblurring? 2013


5 優化

Image Deconvolution Ringing Artifact Detection and Removal via PSF Frequency Analysis 2014
http://www.groupes.polymtl.ca/amosleh/papers/ECCV14.pdf



6 AUGMENTED LANGRANGIAN
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IMAGE DEBLURRING BY AUGMENTED LANGRANGIAN WITH BM3D FRAME PRIOR? 2010??

http://www.cs.tut.fi/~foi/GCF-BM3D/

Inverse Kernels for Fast Spatial Deconvolution 2014
見上Spatial Deconvolution



7 Primal-Dual

A Primal-Dual Projected Gradient Algorithm for Efficient Beltrami Regularization
http://www.math.ucla.edu/~zosso/code.html



8 Half-Quadratic Regularization

Fast Image Deconvolution using H

總結

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