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Td (\0501\051) Tj -224.63400 -20.51020 Td (where) Tj /R55 9.96260 Tf 26.90000 0 Td [ (I) -0.59978 ] TJ /R57 6.97380 Tf 4.37891 -1.49492 Td [ (s) -0.19955 ] TJ /R49 9.96260 Tf 6.81992 1.49492 Td [ (is) -257.00200 (the) -257.00900 (sharp) -257.00700 (image\054) ] TJ /R55 9.96260 Tf 77.49880 0 Td [ (I) -0.59916 ] TJ /R57 6.97380 Tf 4.37930 -1.49492 Td [ (b) -0.40085 ] TJ /R49 9.96260 Tf 6.56289 1.49492 Td [ (is) -257.00200 (the) -257.00900 (blurry) -257.00100 (image\054) ] TJ /R55 9.96260 Tf 80.26800 0 Td [ (k) -0.60039 ] TJ /R49 9.96260 Tf 8.06211 0 Td [ (is) -257.00400 (the) ] TJ -214.87000 -11.95590 Td [ (spatially) -261.99900 (uniform) -262.98700 (blur) -261.98200 (k) 10.00320 (ernel) -263.01500 (and) ] TJ /R55 9.96260 Tf 134.16900 0 Td [ (n) -0.19972 ] TJ /R49 9.96260 Tf 8.59492 0 Td [ (is) -261.98200 (noise\056) -347.99800 (When) -261.98800 (the) -263.00800 (blur) ] TJ ET Q 3.98000 w 0 G 501.12100 904.14800 m 1446.11000 904.14800 l S q 10 0 0 10 0 0 cm BT /R49 5.97760 Tf 1 0 0 1 60.97110 82.49220 Tm (\052) Tj /R49 7.97010 Tf 3.48672 -1.49219 Td [ (equal) -250.01300 (contrib) 19.99660 (utors) ] TJ /R49 9.96260 Tf 244.40400 501.66600 Td [ (k) 10.00320 (ernel) ] TJ /R55 9.96260 Tf 27.01290 0 Td [ (k) -0.60039 ] TJ /R49 9.96260 Tf 7.71602 0 Td [ (is) -221.99000 (kno) 24.99090 (wn\054) -227.99100 (reco) 15.00980 (v) 14.98280 (ering) ] TJ /R55 9.96260 Tf 85.01020 0 Td [ (I) -0.59794 ] TJ /R57 6.97380 Tf 4.37969 -1.49414 Td [ (s) -0.19605 ] TJ /R49 9.96260 Tf 6.47422 1.49414 Td [ (reduces) -222.00200 (to) -223.01200 (a) -222.00700 (decon) 39.99820 (v) 20.00160 (olution) ] TJ -130.59300 -11.95510 Td (with) Tj /R55 9.96260 Tf 20.63280 0 Td [ (k) -0.60039 ] TJ /R49 9.96260 Tf 8.41992 0 Td [ (\050an) -293.01200 (ill\055posed) -293.01500 (problem) -292.98500 (on) -293 (its) -292.99000 (o) 24.98110 (wn\054) -304.01800 (since) ] TJ /R55 9.96260 Tf 160.58900 0 Td [ (k) -0.59794 ] TJ /R49 9.96260 Tf 8.42109 0 Td [ (has) -293.00500 (man) 14.99260 (y) ] TJ -198.06300 -11.95510 Td [ (zeros) -454.98300 (i) 0.98758 (n) -455.01700 (the) -455.01500 (frequenc) 15.01220 (y) -453.99800 (domain\051\056) -924.01200 (The) -453.99800 (problem) -454.99800 (becomes) ] TJ 11.95470 TL T* [ (much) -284.99400 (harder) -285.01600 (in) -285 (the) -285.00400 (blind) -284.00200 (case\054) -293.99500 (where) -285.01600 (both) -284.98700 (the) -285.00100 (sharp) -285.00100 (image) ] TJ /R55 9.96260 Tf T* [ (I) -0.60039 ] TJ /R57 6.97380 Tf 4.37891 -1.49492 Td [ (s) -0.19955 ] TJ /R49 9.96260 Tf 7.74102 1.49492 Td [ (and) -350.01500 (the) -348.99300 (blur) -350.00500 (k) 10.00320 (ernel) ] TJ /R55 9.96260 Tf 81.33590 0 Td [ (k) -0.60039 ] TJ /R49 9.96260 Tf 8.98320 0 Td [ (are) -349.99100 (unkno) 25 (wn) -348.99100 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 470.57900 534.84600 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 475.56000 534.84600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 481.53800 534.84600 Tm (22) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 491.50000 534.84600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 497.46800 534.84600 Tm (20) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 507.43000 534.84600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 513.40800 534.84600 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 523.37000 534.84600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 529.33800 534.84600 Tm (18) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 539.30000 534.84600 Tm (\135\054) Tj -230.43800 -11.95510 Td [ (since) -322.99500 (man) 14.99010 (y) -324.01900 (dif) 24.98600 (ferent) -323.00700 (pairs) -322.99500 (of) ] TJ /R55 9.96260 Tf 120.28300 0 Td [ (I) -0.59794 ] TJ /R57 6.97380 Tf 4.37891 -1.49492 Td [ (s) -0.19605 ] TJ /R49 9.96260 Tf 7.48008 1.49492 Td (and) Tj /R55 9.96260 Tf 17.60700 0 Td [ (k) -0.59794 ] TJ /R49 9.96260 Tf 8.72109 0 Td [ (can) -323.01000 (gi) 24.98600 (v) 14.98280 (e) -323.99000 (rise) -323 (to) -322.99500 (the) ] TJ -158.47000 -11.95590 Td [ (same) -382.98500 (input) -383.00500 (blurry) -383.01900 (i) 0.98758 (mage) ] TJ /R55 9.96260 Tf 104.91000 0 Td [ (I) -0.59794 ] TJ /R57 6.97380 Tf 4.37930 -1.49414 Td [ (b) -0.39909 ] TJ /R49 9.96260 Tf 4.00195 1.49414 Td [ (\056) -709.01400 (The) -382.01000 (problem) -383.01000 (becomes) -383.01900 (e) 25.01050 (v) 14.98280 (en) ] TJ -113.29100 -11.95510 Td [ (more) -302.99800 (ill\055posed) -301.99400 (in) -302.99600 (the) -301.98100 (case) -303.01300 (where) -303.01300 (the) -301.97900 (blur) -302.99400 (is) -302.01300 (no) -302.99800 (longer) -302.99400 (uni\055) ] TJ 11.95510 TL T* [ (form\056) -306.01500 (This) -238.01700 (ca) 1.00964 (se) -237.99700 (can) -238.00200 (no) -237.00900 (longer) -237.98500 (be) -238 (modeled) -236.99500 (as) -238 (a) -238.00400 (con) 39.99820 (v) 20.00160 (olution\056) ] TJ T* [ (Ne) 25.01300 (v) 14.98280 (ertheless\054) -237.98200 (it) -235.00500 (can) -236.00200 (still) -234.98500 (be) -235.02000 (written) -235 (as) -235.02000 (the) -235.99000 (linear) -235.01000 (transforma\055) ] TJ (tion) ' /R55 9.96260 Tf 89.30900 -3.45078 Td [ (I) -0.60039 ] TJ /R57 6.97380 Tf 4.37891 -1.49492 Td [ (b) -0.39909 ] TJ /R59 9.96260 Tf 6.76914 1.49492 Td [ (\075) -0.80379 ] TJ /R55 9.96260 Tf 10.51600 0 Td [ (K) -72.29680 (I) -0.59794 ] TJ /R57 6.97380 Tf 13.55270 -1.49492 Td [ (s) -0.19605 ] TJ /R59 9.96260 Tf 6.47305 1.49492 Td [ (\053) -0.80379 ] TJ /R55 9.96260 Tf 9.96211 0 Td [ (n) -0.20095 ] TJ /R49 9.96260 Tf 83.67300 0 Td (\0502\051) Tj -224.63400 -15.13590 Td [ (where) -398.99700 (the) -398.98500 (matri) 1 (x) ] TJ /R55 9.96260 Tf 74.44300 0 Td [ (K) -0.29897 ] TJ /R49 9.96260 Tf 13.14690 0 Td [ (denotes) -399.01200 (a) -398.99700 (v) 14.98280 (ery) -398.01700 (lar) 17.99700 (ge) -398.99200 (blur) -399.01700 (matrix\054) -436.02000 (in) ] TJ -87.58980 -11.95510 Td [ (which) -213.98900 (each) -214.99100 (ro) 25.01790 (w) -214.00100 (corresponds) -213.98400 (to) -213.99400 (a) -214.98900 (k) 10.00320 (ernel) -214.00400 (that) -213.98900 (models) -214.01300 (the) -215.01300 (blur) ] TJ T* [ (at) -356.99700 (a) -357.98400 <73706563690263> -357.01900 (pix) 14.99500 (el\056) -632.98700 (It) -356.99400 (is) -358.00600 (a) -357.00400 (matrix) -357.01400 (similar) -357.98400 (to) -356.98900 (a) -357.98400 (con) 39.99820 (v) 20.00160 (olution) ] TJ T* [ (matrix) -240.99400 (with) -242.01600 (the) -241.01100 (e) 15.01220 (xception) -242.01400 (that) -241.00400 (each) -240.98900 (ro) 25.01540 (w) -241.99400 (contains) -240.99400 (a) -242.00400 (dif) 24.98600 (ferent) ] TJ 11.95590 TL T* [ (k) 10.00320 (ernel) -249.99700 (\050it) -249.98500 (is) -249.98500 (no) -249.98800 (longer) -249.98300 (T) 79.99160 (oeplitz\051\056) ] TJ 11.95470 -11.95510 Td [ (Non\055uniform) -289.99300 (blind) -290 (deblurring) -290 (has) -289.98600 (attracted) -289.98600 (much) -290.01000 (atten\055) ] TJ -11.95470 -11.95470 Td [ (tion) -439 (in) -439.01300 (recent) -438.99000 (years\056) -876.98800 (Some) -438.99500 (methods) -438.99000 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 470.34600 372.79700 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 475.32700 372.79700 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 482.19100 372.79700 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 492.15400 372.79700 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 499.01800 372.79700 Tm (21) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 508.98000 372.79700 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 515.84400 372.79700 Tm (23) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 525.80700 372.79700 Tm [ (\135) -438.99000 (as\055) ] TJ -216.94500 -11.95510 Td [ (sume) -258.01600 (that) -257.98100 (the) -259.00800 (blur) -257.98100 (is) -257.98400 (caused) -257.99100 (by) -259.00600 (a) -258.00100 (general) -257.99600 (3D) -257.98600 (camera) -258.98600 (shak) 10.00810 (e\073) ] TJ 11.95510 TL T* [ (these) -346.01100 (do) -346.99100 (not) -346.00400 (handle) -346.98600 (dynamic) -345.99600 (scenes) -346.99600 (with) -345.99600 (blur) -346.98600 (discontinu\055) ] TJ T* [ (ities\056) -292.00300 (Other) -197.99900 (methods) -198.00900 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 394.58000 336.93200 Tm (3) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 399.56200 336.93200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 404.01500 336.93200 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 408.99600 336.93200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 413.45900 336.93200 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 418.44100 336.93200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 422.89400 336.93200 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 432.85600 336.93200 Tm [ (\135) -198.01100 (detect) -198.00100 (boundaries) -197.00100 (and) -198.00100 (blur) 20.01140 (\055) ] TJ -123.99400 -11.95590 Td [ <02656c6473> -385.00400 (of) -384.99200 (mo) 14.99500 (ving) -385.01200 (objects\054) -419.00400 (b) 20.00160 (ut) -384.98500 (assume) -385.01400 (that) -385.01900 (the) -384.98500 (blur) -384.98000 (within) ] TJ 11.95510 TL T* [ (each) -196.01400 (mo) 14.99500 (ving) -195.00400 (object) -195.99200 (is) -195.01400 (either) -195.99700 (uniform) -194.99700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 458.19200 313.02100 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 463.17300 313.02100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 467.61600 313.02100 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 472.59800 313.02100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 477.04100 313.02100 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 487.00400 313.02100 Tm [ (\135) -194.99200 (or) -196.00700 (parametric) ] TJ -178.14100 -11.95510 Td (\133) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 312.18000 301.06600 Tm (3) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 317.16100 301.06600 Tm [ (\135\056) -335.00300 (The) -259.01100 (method) -258.00600 (of) -259.01300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 391.03400 301.06600 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 400.99600 301.06600 Tm [ (\135) -257.99900 (handles) -258.01600 (general) -259.01600 (blurs\054) -260.01100 (b) 20.00160 (ut) -259.00600 (assumes) ] TJ -92.13440 -11.95470 Td [ (the) -336.99500 (input) -337.01200 (is) -336.99000 (a) -337.00700 (video) -336.00500 (sequence\056) -570.99800 (The) -336.99800 (methods) -337.00700 (of) -337.00300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 507.13800 289.11100 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 512.11900 289.11100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 517.96700 289.11100 Tm (19) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R49 9.96260 Tf 1 0 0 1 527.93000 289.11100 Tm [ (\135) -337.00700 (al\055) ] TJ -219.06800 -11.95510 Td [ (lo) 24.98850 (w) -247.01500 (a) -246.98300 (non\055uniform) -247.01800 (non\055parametric) -246.99800 (blur) 20.01140 <2d02656c642c> -248.01700 (with) -246.99300 (dif) 24.98600 (ferent) ] TJ 11.95510 TL T* [ (blur) -247.98300 (per) -248 (pix) 14.99500 (el\054) -249.01200 (ho) 24.98600 (we) 25.01300 (v) 14.98280 (er) -248.00500 (assume) -248.01700 (that) -247.98300 (the) -247.98800 (blur) -247.98300 (at) -247.99300 (each) -248.98800 (pix) 14.99750 (el) -247.99300 (is) ] TJ 11.95590 TL T* [ (linear) 55.01780 (\056) -382.99200 (Our) -273.98900 (method) -274.00300 (belongs) -274.98400 (to) -273.98400 (that) -274.01800 (cate) 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