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README.rtf
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README.rtf
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{\rtf1\adeflang1025\ansi\ansicpg1252\uc2\adeff0\deff0\stshfdbch31505\stshfloch31506\stshfhich31506\stshfbi0\deflang1033\deflangfe2052\themelang1033\themelangfe0\themelangcs0{\fonttbl{\f0\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\f2\fbidi \fmodern\fcharset0\fprq1{\*\panose 02070309020205020404}Courier New;}
{\f3\fbidi \froman\fcharset2\fprq2{\*\panose 05050102010706020507}Symbol;}{\f10\fbidi \fnil\fcharset2\fprq2{\*\panose 05000000000000000000}Wingdings;}{\f34\fbidi \froman\fcharset0\fprq2{\*\panose 02040503050406030204}Cambria Math;}
{\f37\fbidi \fswiss\fcharset0\fprq2{\*\panose 020f0502020204030204}Calibri;}{\flomajor\f31500\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}
{\fdbmajor\f31501\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\fhimajor\f31502\fbidi \fswiss\fcharset0\fprq2{\*\panose 020f0302020204030204}Calibri Light;}
{\fbimajor\f31503\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\flominor\f31504\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}
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{\fbiminor\f31507\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\f39\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\f40\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}
{\f42\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\f43\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\f44\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\f45\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}
{\f46\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\f47\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\f59\fbidi \fmodern\fcharset238\fprq1 Courier New CE;}{\f60\fbidi \fmodern\fcharset204\fprq1 Courier New Cyr;}
{\f62\fbidi \fmodern\fcharset161\fprq1 Courier New Greek;}{\f63\fbidi \fmodern\fcharset162\fprq1 Courier New Tur;}{\f64\fbidi \fmodern\fcharset177\fprq1 Courier New (Hebrew);}{\f65\fbidi \fmodern\fcharset178\fprq1 Courier New (Arabic);}
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{\f409\fbidi \fswiss\fcharset238\fprq2 Calibri CE;}{\f410\fbidi \fswiss\fcharset204\fprq2 Calibri Cyr;}{\f412\fbidi \fswiss\fcharset161\fprq2 Calibri Greek;}{\f413\fbidi \fswiss\fcharset162\fprq2 Calibri Tur;}
{\f416\fbidi \fswiss\fcharset186\fprq2 Calibri Baltic;}{\f417\fbidi \fswiss\fcharset163\fprq2 Calibri (Vietnamese);}{\flomajor\f31508\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}
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{\flomajor\f31513\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\flomajor\f31514\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\flomajor\f31515\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}
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{\fhimajor\f31528\fbidi \fswiss\fcharset238\fprq2 Calibri Light CE;}{\fhimajor\f31529\fbidi \fswiss\fcharset204\fprq2 Calibri Light Cyr;}{\fhimajor\f31531\fbidi \fswiss\fcharset161\fprq2 Calibri Light Greek;}
{\fhimajor\f31532\fbidi \fswiss\fcharset162\fprq2 Calibri Light Tur;}{\fhimajor\f31535\fbidi \fswiss\fcharset186\fprq2 Calibri Light Baltic;}{\fhimajor\f31536\fbidi \fswiss\fcharset163\fprq2 Calibri Light (Vietnamese);}
{\fbimajor\f31538\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\fbimajor\f31539\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\fbimajor\f31541\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}
{\fbimajor\f31542\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\fbimajor\f31543\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\fbimajor\f31544\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}
{\fbimajor\f31545\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\fbimajor\f31546\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\flominor\f31548\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}
{\flominor\f31549\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\flominor\f31551\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\flominor\f31552\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}
{\flominor\f31553\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\flominor\f31554\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\flominor\f31555\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}
{\flominor\f31556\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\fdbminor\f31558\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\fdbminor\f31559\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}
{\fdbminor\f31561\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\fdbminor\f31562\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\fdbminor\f31563\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}
{\fdbminor\f31564\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\fdbminor\f31565\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\fdbminor\f31566\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}
{\fhiminor\f31568\fbidi \fswiss\fcharset238\fprq2 Calibri CE;}{\fhiminor\f31569\fbidi \fswiss\fcharset204\fprq2 Calibri Cyr;}{\fhiminor\f31571\fbidi \fswiss\fcharset161\fprq2 Calibri Greek;}{\fhiminor\f31572\fbidi \fswiss\fcharset162\fprq2 Calibri Tur;}
{\fhiminor\f31575\fbidi \fswiss\fcharset186\fprq2 Calibri Baltic;}{\fhiminor\f31576\fbidi \fswiss\fcharset163\fprq2 Calibri (Vietnamese);}{\fbiminor\f31578\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}
{\fbiminor\f31579\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\fbiminor\f31581\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\fbiminor\f31582\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}
{\fbiminor\f31583\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\fbiminor\f31584\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\fbiminor\f31585\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}
{\fbiminor\f31586\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}}{\colortbl;\red0\green0\blue0;\red0\green0\blue255;\red0\green255\blue255;\red0\green255\blue0;\red255\green0\blue255;\red255\green0\blue0;\red255\green255\blue0;
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\dgvorigin1984\dghshow0\dgvshow3\jcompress\viewkind1\viewscale100\rsidroot11018722 \fet0{\*\wgrffmtfilter 2450}\ilfomacatclnup0\ltrpar \sectd \ltrsect\linex0\sectdefaultcl\sftnbj {\*\pnseclvl1\pnucrm\pnstart1\pnindent720\pnhang {\pntxta \hich .}}
{\*\pnseclvl2\pnucltr\pnstart1\pnindent720\pnhang {\pntxta \hich .}}{\*\pnseclvl3\pndec\pnstart1\pnindent720\pnhang {\pntxta \hich .}}{\*\pnseclvl4\pnlcltr\pnstart1\pnindent720\pnhang {\pntxta \hich )}}{\*\pnseclvl5\pndec\pnstart1\pnindent720\pnhang
{\pntxtb \hich (}{\pntxta \hich )}}{\*\pnseclvl6\pnlcltr\pnstart1\pnindent720\pnhang {\pntxtb \hich (}{\pntxta \hich )}}{\*\pnseclvl7\pnlcrm\pnstart1\pnindent720\pnhang {\pntxtb \hich (}{\pntxta \hich )}}{\*\pnseclvl8\pnlcltr\pnstart1\pnindent720\pnhang
{\pntxtb \hich (}{\pntxta \hich )}}{\*\pnseclvl9\pnlcrm\pnstart1\pnindent720\pnhang {\pntxtb \hich (}{\pntxta \hich )}}\pard\plain \ltrpar\qc \li0\ri0\sa200\sl276\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid10831366 \rtlch\fcs1
\af0\afs22\alang1025 \ltrch\fcs0 \fs22\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 OCTOBOS}{
\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid11500556 \hich\af31506\dbch\af31505\loch\f31506 : }{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 O}{\rtlch\fcs1 \ab\af0\afs44
\ltrch\fcs0 \b\fs44\cf19\insrsid10831366\charrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 ver}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid4340936 \hich\af31506\dbch\af31505\loch\f31506 C}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0
\b\fs44\cf19\insrsid10831366\charrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 omplete }{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid4340936 \hich\af31506\dbch\af31505\loch\f31506 s}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0
\b\fs44\cf19\insrsid10831366\charrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 parsifying }{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 T}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0
\b\fs44\cf19\insrsid10831366\charrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 ransf}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid4340936 \hich\af31506\dbch\af31505\loch\f31506 O}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0
\b\fs44\cf19\insrsid10831366\charrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 rm }{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid3632810 \hich\af31506\dbch\af31505\loch\f31506 with Bl}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0
\b\fs44\cf19\insrsid4340936 \hich\af31506\dbch\af31505\loch\f31506 O}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid3632810 \hich\af31506\dbch\af31505\loch\f31506 ck }{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid4340936
\hich\af31506\dbch\af31505\loch\f31506 coS}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid3632810 \hich\af31506\dbch\af31505\loch\f31506 parsity }{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid4340936
\hich\af31506\dbch\af31505\loch\f31506 l}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid10831366\charrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 earning}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid10831366
\hich\af31506\dbch\af31505\loch\f31506 }{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid11500556 \hich\af31506\dbch\af31505\loch\f31506 Software}{\rtlch\fcs1 \ab\af0\afs44 \ltrch\fcs0 \b\fs44\cf19\insrsid13453004
\par }\pard\plain \ltrpar\s15\ql \li0\ri0\sa200\sl276\slmult1\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid2715985\contextualspace \rtlch\fcs1 \af0\afs22\alang1037 \ltrch\fcs0
\fs22\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10831366 \hich\af31506\dbch\af31505\loch\f31506 OCTOBOS}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2715985
\hich\af31506\dbch\af31505\loch\f31506 is a formulation and an algorithm that adaptively learns }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4340936 \hich\af31506\dbch\af31505\loch\f31506
a structured overcomplete sparsifying transform with block cosparsity, or equivalently a union of square sparsifying transforms,}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2715985 \hich\af31506\dbch\af31505\loch\f31506 and simultaneously}{\rtlch\fcs1 \af0
\ltrch\fcs0 \insrsid4340936 \hich\af31506\dbch\af31505\loch\f31506 clusters the data via sparse coding}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2715985 \hich\af31506\dbch\af31505\loch\f31506 , as described in the following}{\rtlch\fcs1 \af0 \ltrch\fcs0
\insrsid677156 \hich\af31506\dbch\af31505\loch\f31506 two}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2715985 \hich\af31506\dbch\af31505\loch\f31506 \hich\f31506 \'93}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4340936 \hich\af31506\dbch\af31505\loch\f31506
\hich\f31506 OCTOBOS\'94}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid677156 \hich\af31506\dbch\af31505\loch\f31506 papers}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2715985 \hich\af31506\dbch\af31505\loch\f31506 :
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \af0\afs22 \ltrch\fcs0 \f37\fs22\lang1033\langfe1033\langfenp1033\insrsid677156 \hich\af37\dbch\af31505\loch\f37 [1]\tab}}\pard\plain \ltrpar\ql \fi-360\li720\ri0\sa200\sl276\slmult1
\nowidctlpar\wrapdefault\faauto\ls3\rin0\lin720\itap0\pararsid677156 \rtlch\fcs1 \af0\afs22\alang1025 \ltrch\fcs0 \fs22\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\insrsid677156 \hich\af37\dbch\af31505\loch\f37 B. Wen, }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid677156\charrsid10831366 \hich\af37\dbch\af31505\loch\f37 S}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid677156 .}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\insrsid677156\charrsid10831366 \hich\af37\dbch\af31505\loch\f37 Ravi\hich\af37\dbch\af31505\loch\f37 shankar, and Y}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid677156 .}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid677156\charrsid10831366
\hich\af37\dbch\af31505\loch\f37 Bresler. "Structured overcomplete sparsifying transform learning with convergence guarantees and applications." International Jo}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid677156 \hich\af37\dbch\af31505\loch\f37
urnal of Computer Vision}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid13260658 \hich\af37\dbch\af31505\loch\f37 (IJCV)}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid677156 \hich\af37\dbch\af31505\loch\f37 , pp.}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\insrsid677156\charrsid10831366 \hich\af37\dbch\af31505\loch\f37 1-31}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid677156 \hich\af37\dbch\af31505\loch\f37 , 2014}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid677156\charrsid11500556 .}{\rtlch\fcs1 \af37
\ltrch\fcs0 \f37\insrsid677156
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \af0\afs22 \ltrch\fcs0 \f37\fs22\lang1033\langfe1033\langfenp1033\insrsid72440 \hich\af37\dbch\af31505\loch\f37 [2]\tab}}\pard \ltrpar\ql \fi-360\li720\ri0\sa200\sl276\slmult1
\nowidctlpar\wrapdefault\faauto\ls3\rin0\lin720\itap0\pararsid72440 {\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440 \hich\af37\dbch\af31505\loch\f37 B. Wen,}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440\charrsid10831366
\hich\af37\dbch\af31505\loch\f37 S}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440 .}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440\charrsid10831366 \hich\af37\dbch\af31505\loch\f37 Ravishankar, and Y}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440
.}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440\charrsid10831366 \hich\af37\dbch\af31505\loch\f37 Bresler. }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440 \loch\af37\dbch\af31505\hich\f37 \'93}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\insrsid72440\charrsid13260658 \hich\af37\dbch\af31505\loch\f37 Learning overcomplete sparsifying transforms with block cosparsity."}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440\charrsid10831366 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1
\af37 \ltrch\fcs0 \f37\insrsid72440\charrsid13260658 \hich\af37\dbch\af31505\loch\f37 IEEE International Conference on}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440 \hich\af37\dbch\af31505\loch\f37 Image Processing (ICIP), pp. 803-807, 2014}{
\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440\charrsid11500556 .}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid72440
\par }\pard \ltrpar\ql \li0\ri0\sa200\sl276\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid11500556 {\rtlch\fcs1 \af37\afs28 \ltrch\fcs0 \f37\fs28\cf6\insrsid11500556 \hich\af37\dbch\af31505\loch\f37
*************************************************************
\par }{\rtlch\fcs1 \af37\afs28 \ltrch\fcs0 \f37\fs28\cf6\insrsid15030965 \hich\af37\dbch\af31505\loch\f37 THESE PAPERS}{\rtlch\fcs1 \af37\afs28 \ltrch\fcs0 \f37\fs28\cf6\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37
SHOULD BE CITED IN ANY PUBLICATION \hich\af37\dbch\af31505\loch\f37 OR PRESENTATION THAT USES ANY OF THE }{\rtlch\fcs1 \af37\afs28 \ltrch\fcs0 \f37\fs28\cf6\insrsid3081600 \hich\af37\dbch\af31505\loch\f37 OCTOBOS}{\rtlch\fcs1 \af37\afs28 \ltrch\fcs0
\f37\fs28\cf6\insrsid11500556 \hich\af37\dbch\af31505\loch\f37 SOFTWARE }{\rtlch\fcs1 \af37\afs28 \ltrch\fcs0 \f37\fs28\cf6\lang9\langfe1033\langnp9\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37
PACKAGE IN THIS DIRECTORY, OR ANY FUTURE VERSION CREATED FROM IT.}{\rtlch\fcs1 \af37\afs28 \ltrch\fcs0 \f37\fs28\cf6\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37
\par }{\rtlch\fcs1 \af37\afs28 \ltrch\fcs0 \f37\fs28\cf6\insrsid11500556 \hich\af37\dbch\af31505\loch\f37 *************************************************************}{\rtlch\fcs1 \af37\afs28 \ltrch\fcs0 \f37\fs28\cf6\insrsid11500556\charrsid11500556
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \ab\af37\afs22 \ltrch\fcs0 \f3\fs22\lang1033\langfe1033\langfenp1033\insrsid12082936 \loch\af3\dbch\af31505\hich\f3 \'b7\tab}}\pard \ltrpar\ql \fi-360\li360\ri0\sa200\sl276\slmult1
\nowidctlpar\wrapdefault\faauto\ls4\rin0\lin360\itap0\pararsid11500556 {\rtlch\fcs1 \ab\af37 \ltrch\fcs0 \b\f37\insrsid12082936 \hich\af37\dbch\af31505\loch\f37 OCTOBOS}{\rtlch\fcs1 \ab\af37 \ltrch\fcs0 \b\f37\insrsid11500556
\hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 is a}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid4996931 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37
\ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 collection of}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid4996931 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556
\hich\af37\dbch\af31505\loch\f37 Matlab}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid2715985 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37
functions that implement the}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid2715985 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid1724388 \hich\af37\dbch\af31505\loch\f37 OCTOBOS}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 algorithm presented in the above paper.}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \af37\afs22 \ltrch\fcs0 \f3\fs22\lang1033\langfe1033\langfenp1033\insrsid11500556\charrsid11500556 \loch\af3\dbch\af31505\hich\f3 \'b7\tab}}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \~}{
\rtlch\fcs1 \ab\af37 \ltrch\fcs0 \b\f37\insrsid9066040 \hich\af37\dbch\af31505\loch\f37 OCTOBOS}{\rtlch\fcs1 \ab\af37 \ltrch\fcs0 \b\f37\insrsid11500556 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 includes}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \af37\afs22 \ltrch\fcs0 \f2\fs22\lang1033\langfe1033\langfenp1033\insrsid11500556\charrsid11500556 \hich\af2\dbch\af31505\loch\f2 o\tab}}\pard \ltrpar\ql \fi-360\li1080\ri0\sa200\sl276\slmult1
\nowidctlpar\wrapdefault\faauto\ls4\ilvl1\rin0\lin1080\itap0\pararsid11500556 {\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 A collection of the}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid1713982
\hich\af37\dbch\af31505\loch\f37 OCTOBOS}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 Matlab}{\rtlch\fcs1
\af37 \ltrch\fcs0 \f37\insrsid11500556 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 functions.}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \af37\afs22 \ltrch\fcs0 \f2\fs22\lang1033\langfe1033\langfenp1033\insrsid12925752 \hich\af2\dbch\af31505\loch\f2 o\tab}}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid12925752 \hich\af37\dbch\af31505\loch\f37
Example data}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 that enable}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid13264553 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 to replicate}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid12925752 \hich\af37\dbch\af31505\loch\f37 the example of}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556
\hich\af37\dbch\af31505\loch\f37 the results presented in the }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid355448 \hich\af37\dbch\af31505\loch\f37 OCTOBOS}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556
\hich\af37\dbch\af31505\loch\f37 paper.}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556
\par }\pard \ltrpar\ql \li0\ri0\sa200\sl276\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid11500556 {\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \loch\af37\dbch\af31505\hich\f37 \'b7\~\~\~\~\~\~\~\~\loch\f37
If you have any}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 questions on }{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\insrsid3632810 \hich\af37\dbch\af31505\loch\f37 OCTOBOS}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid11500556\charrsid11500556 \hich\af37\dbch\af31505\loch\f37 , you are welcome to contact the authors.
\par }\pard\plain \ltrpar\s15\ql \li0\ri0\sa200\sl276\slmult1\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid10891007\contextualspace \rtlch\fcs1 \af0\afs22\alang1037 \ltrch\fcs0
\fs22\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \ab\af0\afs28 \ltrch\fcs0 \b\fs28\insrsid10891007\charrsid10891007 {\*\bkmkstart Acknowledgements}\hich\af31506\dbch\af31505\loch\f31506
ACKNOWLEDGEMENTS{\*\bkmkend Acknowledgements}
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \ul\insrsid10891007 \hich\af31506\dbch\af31505\loch\f31506 Contributors:
\par {\listtext\pard\plain\ltrpar \s15 \rtlch\fcs1 \af0\afs22\alang1037 \ltrch\fcs0 \f3\fs22\lang1033\langfe1033\langfenp1033\insrsid7760985 \loch\af3\dbch\af31505\hich\f3 \'b7\tab}}\pard \ltrpar\s15\ql \fi-360\li720\ri0\sa200\sl276\slmult1
\widctlpar\wrapdefault\aspalpha\aspnum\faauto\ls11\adjustright\rin0\lin720\itap0\pararsid10891007\contextualspace {\field{\*\fldinst {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid7760985 \hich\af31506\dbch\af31505\loch\f31506
HYPERLINK "http://web.engr.illinois.edu/~bwen3"}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid7760985 {\*\datafield
00d0c9ea79f9bace118c8200aa004ba90b0200000003000000e0c9ea79f9bace118c8200aa004ba90b6000000068007400740070003a002f002f007700650062002e0065006e00670072002e0069006c006c0069006e006f00690073002e006500640075002f007e006200770065006e0033000000795881f43b1d7f48af2c
825dc485276300000000a5ab00000000ff69000200}}}{\fldrslt {\rtlch\fcs1 \af0 \ltrch\fcs0 \cs16\ul\cf17\insrsid7760985\charrsid7760985 \hich\af31506\dbch\af31505\loch\f31506 Bihan Wen}}}\sectd \ltrsect\linex0\sectdefaultcl\sftnbj {\rtlch\fcs1 \af0 \ltrch\fcs0
\insrsid7760985
\par {\listtext\pard\plain\ltrpar \s15 \rtlch\fcs1 \af0\afs22\alang1037 \ltrch\fcs0 \f3\fs22\lang1033\langfe1033\langfenp1033\insrsid10891007 \loch\af3\dbch\af31505\hich\f3 \'b7\tab}}{\field\fldedit{\*\fldinst {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10891007
\hich\af31506\dbch\af31505\loch\f31506 HYPERLINK "http://www.ece.illinois.edu/directory/profile.asp?ravisha3" }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid9569687 {\*\datafield
00d0c9ea79f9bace118c8200aa004ba90b0200000003000000e0c9ea79f9bace118c8200aa004ba90b8e00000068007400740070003a002f002f007700770077002e006500630065002e0069006c006c0069006e006f00690073002e006500640075002f006400690072006500630074006f00720079002f00700072006f00
660069006c0065002e006100730070003f00720061007600690073006800610033000000795881f43b1d7f48af2c825dc485276300000000a5ab000000360035000200}}}{\fldrslt {\rtlch\fcs1 \af0 \ltrch\fcs0 \cs16\ul\cf17\insrsid10891007 \hich\af31506\dbch\af31505\loch\f31506
Saiprasad Ravishankar}}}\sectd \ltrsect\linex0\sectdefaultcl\sftnbj {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10891007
\par {\listtext\pard\plain\ltrpar \s15 \rtlch\fcs1 \af0\afs22\alang1037 \ltrch\fcs0 \f3\fs22\lang1033\langfe1033\langfenp1033\insrsid10891007 \loch\af3\dbch\af31505\hich\f3 \'b7\tab}}{\field\fldedit{\*\fldinst {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10891007
\hich\af31506\dbch\af31505\loch\f31506 HYPE\hich\af31506\dbch\af31505\loch\f31506 RLINK "http://www.ifp.illinois.edu/~yoram/" }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid9569687 {\*\datafield
00d0c9ea79f9bace118c8200aa004ba90b0200000003000000e0c9ea79f9bace118c8200aa004ba90b6000000068007400740070003a002f002f007700770077002e006900660070002e0069006c006c0069006e006f00690073002e006500640075002f007e0079006f00720061006d002f000000795881f43b1d7f48af2c
825dc485276300000000a5ab00005c007203028000}}}{\fldrslt {\rtlch\fcs1 \af0 \ltrch\fcs0 \cs16\ul\cf17\insrsid10891007 \hich\af31506\dbch\af31505\loch\f31506 Yoram Bresler}}}\sectd \ltrsect\linex0\sectdefaultcl\sftnbj {\rtlch\fcs1 \af0 \ltrch\fcs0
\insrsid10891007
\par }\pard \ltrpar\s15\ql \li0\ri0\sa200\sl276\slmult1\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid10891007\contextualspace {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10891007 \hich\af31506\dbch\af31505\loch\f31506
The development of this software was supported in part by the National Science Foundat\hich\af31506\dbch\af31505\loch\f31506 ion (NSF) under grants CCF 06-35234 and CCF 10-18660.
\par
\par }\pard \ltrpar\s15\ql \li0\ri0\sb240\sa120\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid10891007\contextualspace {\rtlch\fcs1 \ab\af0\afs28 \ltrch\fcs0 \b\fs28\insrsid10891007\charrsid10891007 {\*\bkmkstart Contact}
\hich\af31506\dbch\af31505\loch\f31506 CONTACT
\par }\pard\plain \ltrpar\ql \li0\ri0\sa160\sl259\slmult1\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid10891007 \rtlch\fcs1 \af0\afs22\alang1025 \ltrch\fcs0
\fs22\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10891007 {\*\bkmkend Contact}\hich\af31506\dbch\af31505\loch\f31506
Email is the best way to contact us. Our email addresses are:
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid12153608 \hich\af31506\dbch\af31505\loch\f31506 Bihan Wen: }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid6037685 \hich\af31506\dbch\af31505\loch\f31506 bihan.wen.UIUC}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid12153608
\hich\af31506\dbch\af31505\loch\f31506 AT gmail DOT com
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10891007 \hich\af31506\dbch\af31505\loch\f31506 Saiprasad Ravishankar: sairavi45 AT gmail DOT com
\par \hich\af31506\dbch\af31505\loch\f31506 Yoram Bresler: ybresler AT Illinois DOT edu
\par }\pard \ltrpar\ql \li0\ri0\sl259\slmult1\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid10891007 {\rtlch\fcs1 \af0 \ltrch\fcs0 \ul\insrsid10891007 \hich\af31506\dbch\af31505\loch\f31506 Address:}{\rtlch\fcs1 \af0
\ltrch\fcs0 \insrsid10891007 \tab \hich\af31506\dbch\af31505\loch\f31506 Yoram Bresler}{\rtlch\fcs1 \af0 \ltrch\fcs0 \ul\insrsid10891007
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10891007 \tab \tab \hich\af31506\dbch\af31505\loch\f31506 Coordinated Science Laboratory}{\rtlch\fcs1 \af0 \ltrch\fcs0 \ul\insrsid10891007
\par }\pard \ltrpar\ql \li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid10891007 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10891007 \tab \tab \hich\af31506\dbch\af31505\loch\f31506 1308 West Main Street
\par \tab \tab \hich\af31506\dbch\af31505\loch\f31506 Urbana, IL 61801
\par \tab \tab \hich\af31506\dbch\af31505\loch\f31506 USA
\par }\pard \ltrpar\ql \li0\ri0\sa200\sl276\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid6819933 {\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\insrsid2715985
\par }\pard \ltrpar\ql \li0\ri0\sa200\sl276\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0 {\rtlch\fcs1 \ab\af37\afs28 \ltrch\fcs0 \b\f37\fs28\lang9\langfe1033\langnp9\insrsid6819933\charrsid6819933 \hich\af37\dbch\af31505\loch\f37 DOCUMENTATION
\par }{\rtlch\fcs1 \af37\afs24 \ltrch\fcs0 \b\f37\fs24\ul\lang9\langfe1033\langnp9\insrsid5975068 \hich\af37\dbch\af31505\loch\f37 OCTOBOS }{\rtlch\fcs1 \af37\afs24 \ltrch\fcs0 \b\f37\fs24\ul\lang9\langfe1033\langnp9\insrsid1078917\charrsid1078917
\hich\af37\dbch\af31505\loch\f37 Description}{\rtlch\fcs1 \af37 \ltrch\fcs0 \b\f37\lang9\langfe1033\langnp9\insrsid1078917\charrsid1078917 \hich\af37\dbch\af31505\loch\f37 :}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid1078917
\hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid5975068 \hich\af37\dbch\af31505\loch\f37 OCTOBOS}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid13453004
\hich\af37\dbch\af31505\loch\f37 is a }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid5975068\charrsid5975068 \hich\af37\dbch\af31505\loch\f37
formulation that adaptively learns a structured overcomplete sparsifying transform with block cosparsity, or equivalently a union of square sparsifying transforms, and simultaneously clusters the data via sparse coding}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\lang9\langfe1033\langnp9\insrsid5975068 .}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid13453004
\par }\pard \ltrpar\ql \li0\ri0\sa160\sl259\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid6819933 {\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6819933 \hich\af37\dbch\af31505\loch\f37
The following is a very brief description of the MATLAB files, which can be used to simulate the various experimental scenarios in our }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid5975068 \hich\af37\dbch\af31505\loch\f37 OCTOBOS}{
\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6819933 \hich\af37\dbch\af31505\loch\f37 Paper}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 s}{\rtlch\fcs1 \af37
\ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6819933 \hich\af37\dbch\af31505\loch\f37 [1}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 , 2}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\lang9\langfe1033\langnp9\insrsid6819933 \hich\af37\dbch\af31505\loch\f37 ]. Please read the specific MATLAB files for detailed information about them. }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685
\par
\par }\pard \ltrpar\ql \li0\ri0\sa200\sl276\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid6037685 {\rtlch\fcs1 \ab\af37\afs24 \ltrch\fcs0 \b\f37\fs24\ul\lang9\langfe1033\langnp9\insrsid6037685\charrsid6698960 \hich\af37\dbch\af31505\loch\f37
MAIN AND SIMULATION C\hich\af37\dbch\af31505\loch\f37 ODE}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 :
\par }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685\charrsid2715985 \hich\af37\dbch\af31505\loch\f37 1.\tab }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8545530 \hich\af37\dbch\af31505\loch\f37
OCTOBOS_imagedenoising}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685\charrsid2715985 \hich\af37\dbch\af31505\loch\f37 .m - accepts }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8545530
\hich\af37\dbch\af31505\loch\f37 gray-scale image with additive Gaussian noise and simulation parameters as inputs, and generates the learned OCTOBOS, as well as the denoised image estimate by OCTOBOS.}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\lang9\langfe1033\langnp9\insrsid6037685\charrsid2715985
\par \hich\af37\dbch\af31505\loch\f37 2.\tab }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8545530 \hich\af37\dbch\af31505\loch\f37 OCTOBOS_imagereconstruction}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\lang9\langfe1033\langnp9\insrsid6037685\charrsid2715985 \hich\af37\dbch\af31505\loch\f37 .m - accepts a }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8545530 \hich\af37\dbch\af31505\loch\f37 gray-scale image}{\rtlch\fcs1 \af37
\ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8545530\charrsid8545530 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8545530 \hich\af37\dbch\af31505\loch\f37
and simulation parameters as inputs, and generates the learned OCTOBOS, as well as the sparse representation reconstruction by OCTOBOS. }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685\charrsid2715985
\par \hich\af37\dbch\af31505\loch\f37 3.\tab }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8545530\charrsid8545530 \hich\af37\dbch\af31505\loch\f37 OCTOBOS_texturesegmentation}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\lang9\langfe1033\langnp9\insrsid6037685\charrsid2715985 \hich\af37\dbch\af31505\loch\f37 .m \hich\f37 \endash \loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid7238043\charrsid2715985 \hich\af37\dbch\af31505\loch\f37
accepts a }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid7238043 \hich\af37\dbch\af31505\loch\f37 gray-scale image}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid2559878 \hich\af37\dbch\af31505\loch\f37
/ texture}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid7238043\charrsid8545530 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid7238043 \hich\af37\dbch\af31505\loch\f37
and simulation \hich\af37\dbch\af31505\loch\f37 parameters as inputs, and generates the learned OCTOBOS, as well as the }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid2559878 \hich\af37\dbch\af31505\loch\f37 segmented images}{
\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid7238043 \hich\af37\dbch\af31505\loch\f37 by OCTOBOS.}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685
\par }{\rtlch\fcs1 \ab\af37\afs24 \ltrch\fcs0 \b\f37\fs24\ul\lang9\langfe1033\langnp9\insrsid6037685\charrsid15609438 \hich\af37\dbch\af31505\loch\f37 PARAMETER SETTINGS}{\rtlch\fcs1 \ab\af37 \ltrch\fcs0 \b\f37\lang9\langfe1033\langnp9\insrsid6037685
\hich\af37\dbch\af31505\loch\f37 :}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685
\par }\pard \ltrpar\ql \li0\ri0\sa160\sl259\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid6037685 {\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37
All the above matlab files have various parameters that need to be carefully/optimally set at the time of use. Examples of parameter values are given }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8814268
\hich\af37\dbch\af31505\loch\f37 \hich\f37 by the Matlab functions \'93}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8814268\charrsid8814268 \hich\af37\dbch\af31505\loch\f37 OCTOBOS_imagedenoise_param}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\lang9\langfe1033\langnp9\insrsid8814268 \hich\af37\dbch\af31505\loch\f37 \hich\f37 .m\'94\loch\f37 \hich\f37 , \'93}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8814268\charrsid8814268 \hich\af37\dbch\af31505\loch\f37
OCTOBOS_imagereconstruction_param.m}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8814268 \loch\af37\dbch\af31505\hich\f37 \'94\loch\f37 \hich\f37 , and \'93}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\lang9\langfe1033\langnp9\insrsid8814268\charrsid8814268 \hich\af37\dbch\af31505\loch\f37 OCTOBOS_texturesegmentation_param.m}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid8814268 \loch\af37\dbch\af31505\hich\f37 \'94}{
\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 (some example values can also be found in our }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6372806
\hich\af37\dbch\af31505\loch\f37 OCTOBOS}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 Paper [1}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6372806
\hich\af37\dbch\af31505\loch\f37 , 2}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 ]), but these may not necessarily provide the best or even acceptable performance for your data.
\par }\pard \ltrpar\ql \li0\ri0\sa200\sl276\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid6037685 {\rtlch\fcs1 \af37\afs24 \ltrch\fcs0 \b\f37\fs24\ul\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 DATA}{\rtlch\fcs1
\af37\afs24 \ltrch\fcs0 \b\f37\fs24\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 :
\par }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 The folder }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid9913743 \loch\af37\dbch\af31505\hich\f37 \endash }{\rtlch\fcs1
\af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid9913743 \hich\af37\dbch\af31505\loch\f37 demo_data}{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 - contains the }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid7541017 \hich\af37\dbch\af31505\loch\f37 sample data \hich\af37\dbch\af31505\loch\f37
that are used for our demo scripts}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 .}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid7541017 \hich\af37\dbch\af31505\loch\f37
These demo data are also used in our OCTOBOS papers [1, 2].}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685 \hich\af37\dbch\af31505\loch\f37 }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid12978466
\par }{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid7541017 \hich\af37\dbch\af31505\loch\f37 The full data that can be used to reproduce our results in [1, 2] can be }{\rtlch\fcs1 \af37 \ltrch\fcs0
\f37\lang9\langfe1033\langnp9\insrsid6371502 \hich\af37\dbch\af31505\loch\f37 provided upon request.}{\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685\charrsid15609438
\par }\pard \ltrpar\ql \li0\ri0\sa160\sl259\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid6819933 {\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid6037685
\par }\pard\plain \ltrpar\s15\ql \li360\ri0\nowidctlpar\wrapdefault\faauto\rin0\lin360\itap0\pararsid2715985\contextualspace \rtlch\fcs1 \af0\afs22\alang1037 \ltrch\fcs0
\fs22\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid2715985
\par }\pard \ltrpar\s15\ql \li0\ri0\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid2715985\contextualspace {\rtlch\fcs1 \af37 \ltrch\fcs0 \f37\lang9\langfe1033\langnp9\insrsid2715985\charrsid6819933
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