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-324.019 (ameliorate) -324.007 (this) -324 (issue\054) ] TJ 11.9559 TL T* [ (recent) -194.011 (state\055of\055the\055art) -193.996 (approaches) -194 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 187.576 109.864 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 197.538 109.864 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 201.971 109.864 Tm (44) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 211.934 109.864 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 216.357 109.864 Tm (57) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 226.32 109.864 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 230.743 109.864 Tm (86) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 240.706 109.864 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 245.129 109.864 Tm (87) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 255.092 109.864 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 259.515 109.864 Tm (93) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 269.478 109.864 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 273.911 109.864 Tm (94) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 283.873 109.864 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 50.1117 97.9094 Tm (97) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 60.0742 97.9094 Tm [ (\135) -248.981 (emplo) 9.98424 (y) -247.993 (con) 40 (v) 20.0016 (olutional) -249.012 (neural) -249.012 (netw) 10.0094 (orks) -247.986 (\050CNNs\051) -248.998 (that) -249.003 (im\055) ] TJ ET Q 3.98 w 0 G 501.121 904.148 m 1446.11 904.148 l S q 10 0 0 10 0 0 cm BT /R11 5.9776 Tf 1 0 0 1 60.9711 82.4922 Tm (\052) Tj /R11 7.9701 Tf 3.48672 -1.49219 Td [ (Equal) -249.994 (contrib) 19.9966 (ution) ] TJ ET Q q 3150.06 4208.21 2126.23 1420.8 re W n /R101 Do Q q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 508.281 515.466 Tm (\133) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 510.603 515.466 Tm (70) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 517.577 515.466 Tm (\135) Tj -83.0187 -51.8059 Td (\133) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 436.88 463.66 Tm (53) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 443.854 463.66 Tm (\135) Tj -17.2672 43.8359 Td (\133) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 428.909 507.496 Tm (92) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 435.883 507.496 Tm (\135) Tj 51.477 -6.97422 Td (\133) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 489.682 500.522 Tm (88) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 496.656 500.522 Tm (\135) Tj -121.874 -51.8059 Td (\133) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 377.104 448.716 Tm (91) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 384.078 448.716 Tm (\135) Tj 0.66602 54.7949 Td (\133) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 387.066 503.511 Tm (71) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 6.9738 Tf 1 0 0 1 394.04 503.511 Tm (\135) Tj /R11 9.9626 Tf -85.1781 -92.518 Td [ (Figure) -367.993 (1\072) ] TJ /R11 8.9664 Tf 42.882 0 Td [ (Image) -367.997 (deblurring) -368.988 (on) -367.997 (the) -369.01 (GoPro) -368.003 (dataset) -368.988 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 8.9664 Tf 1 0 0 1 502.55 410.993 Tm (53) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 8.9664 Tf 1 0 0 1 511.516 410.993 Tm [ (\135\056) -665.021 (Under) ] TJ -202.654 -10.959 Td [ (dif) 25.0011 (ferent) -351.02 (parameter) -351.007 (capacities) -350.985 (\050x\055axis\051\054) -375.997 (our) -351.023 (multi\055stage) -351.012 (approach) ] TJ 10.9578 TL T* [ (performs) -321.997 (better) -321.981 (than) -322.003 (the) -322.003 (single\055stage) -321.987 (baseline) -321.981 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 8.9664 Tf 1 0 0 1 480.568 389.076 Tm (65) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 8.9664 Tf 1 0 0 1 489.535 389.076 Tm [ (\135) -322.008 (\050with) -321.997 (channel) ] TJ -180.673 -10.959 Td [ (attention) -249.981 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 8.9664 Tf 1 0 0 1 345.472 378.117 Tm (95) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 8.9664 Tf 1 0 0 1 354.438 378.117 Tm [ (\135\051\054) -249.984 (as) -249.992 (well) -249.989 (as) -249.992 (the) -249.989 (state\055of\055the\055art) -249.995 (\050PSNR) -249.995 (on) -249.978 (y\055axis\051\056) ] TJ /R11 9.9626 Tf -45.5762 -20.1902 Td [ (plicitly) -194.004 (learn) -194.007 (more) -193.997 (general) -194.007 (priors) -193.992 (by) -193.997 (capturing) -193.982 (natural) -193.992 (image) ] TJ 11.9551 TL T* [ (statistics) -249.99 (from) -249.988 (lar) 17.997 (ge\055scale) -249.997 (data\056) ] TJ 11.9551 -12.934 Td [ (The) -325 (performance) -325.005 (g) 4.98446 (ain) -326.014 (of) -325.005 (CNN\055based) -324.98 (methods) -325.009 (o) 14.9828 (v) 14.9828 (er) -325.995 (the) ] TJ -11.9551 -11.9559 Td [ (others) -487.002 (is) -487.005 (primarily) -486.985 (attrib) 20.0163 (uted) -485.983 (to) -487.007 (its) -486.997 (model) -486.992 (design\056) -1021.02 (Nu\055) ] TJ T* [ (merous) -437.005 (netw) 10.0081 (ork) -437.018 (modules) -436.991 (and) -437.02 (functional) -436.996 (units) -438.015 (for) -436.986 (image) ] TJ T* [ (restoration) -323.997 (ha) 19.9967 (v) 14.9828 (e) -325.009 (been) -323.983 (de) 25.0154 (v) 14.9828 (eloped) -324.01 (including) -323.98 (recursi) 25.0203 (v) 14.9828 (e) -325.009 (resid\055) ] TJ T* [ (ual) -314.999 (learning) -314.989 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 363.278 285.217 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 368.259 285.217 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 373.888 285.217 Tm (95) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 383.85 285.217 Tm [ (\135\054) -331.984 (dilated) -314.982 (con) 39.9982 (v) 20.0016 (olutions) -314.996 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 480.557 285.217 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 485.538 285.217 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 491.167 285.217 Tm (81) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 501.13 285.217 Tm [ (\135\054) -331.984 (attention) ] TJ -192.268 -11.9551 Td [ (mechanisms) -356.997 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 364.991 273.262 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 374.954 273.262 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 381.001 273.262 Tm (86) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 390.964 273.262 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 397.011 273.262 Tm (96) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 406.973 273.262 Tm [ (\135\054) -384.014 (dense) -356.989 (connections) -357.004 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 497.314 273.262 Tm (73) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 507.277 273.262 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 513.334 273.262 Tm (75) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 523.297 273.262 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 529.344 273.262 Tm (97) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 539.307 273.262 Tm (\135\054) Tj -230.445 -11.9551 Td [ (encoder) 19.9942 (\055decoders) -537.986 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 387.596 261.307 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 392.578 261.307 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 400.418 261.307 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 410.381 261.307 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 418.231 261.307 Tm (43) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 428.194 261.307 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 436.044 261.307 Tm (65) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 446.007 261.307 Tm [ (\135\054) -608.996 (and) -537.984 (generati) 24.986 (v) 14.9828 (e) -537.994 (mod\055) ] TJ -137.145 -11.9559 Td [ (els) -291 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 326.147 249.351 Tm (44) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 336.11 249.351 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 341.5 249.351 Tm (62) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 351.462 249.351 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 356.852 249.351 Tm (90) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 366.814 249.351 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 372.204 249.351 Tm (92) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 382.167 249.351 Tm [ (\135\056) -434.006 (Ne) 25.013 (v) 14.9828 (ertheless\054) -300.989 (nearly) -291.005 (all) -291 (of) -291.99 (these) -291 (mod\055) ] TJ -73.3047 -11.9551 Td [ (els) -281.002 (for) -281.014 (lo) 24.9885 (w\055le) 25.0179 (v) 14.9828 (el) -281.009 (visi) 1.00473 (on) -281.002 (problems) -281.017 (are) -280.983 (based) -281.002 (on) ] TJ /R17 9.9626 Tf 188.3 0 Td [ (single\055sta) 9.99833 (g) 10.0032 (e) ] TJ /R11 9.9626 Tf -188.3 -11.9551 Td [ (design\056) -567.016 (In) -335.981 (contrast\054) ] TJ /R17 9.9626 Tf 83.3879 0 Td [ (multi\055sta) 10.0032 (g) 10.0032 (e) ] TJ /R11 9.9626 Tf 47.977 0 Td [ (netw) 10.0081 (orks) -336.008 (are) -335.013 (sho) 24.9909 (wn) -336.013 (to) -336.013 (be) ] TJ -131.365 -11.9551 Td [ (more) -295 (ef) 25.0081 (fecti) 25.0179 (v) 14.9828 (e) -293.995 (than) -294.997 (their) -294.017 (single\055stage) -295.014 (counterparts) -294.01 (in) -295 (high\055) ] TJ 11.9547 TL T* [ (le) 25.0179 (v) 14.9828 (el) -277.99 (vision) -279.017 (problems) -278 (such) -279.002 (as) -277.993 (pose\055estimation) -278.993 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 498.889 201.531 Tm (14) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 508.851 201.531 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 514.111 201.531 Tm (46) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 524.074 201.531 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 529.344 201.531 Tm (54) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 539.307 201.531 Tm (\135\054) Tj -230.445 -11.9563 Td [ (scene) -250 (parsing) -250.017 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 368.618 189.575 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 378.58 189.575 Tm [ (\135) -250 (and) -249.993 (action) -249.983 (se) 15.0171 (gmentation) -249.993 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 486.893 189.575 Tm (20) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 496.856 189.575 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 501.837 189.575 Tm (26) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 511.8 189.575 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 516.781 189.575 Tm (45) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 526.743 189.575 Tm (\135\056) Tj -205.926 -12.934 Td [ (Recently) 64.9941 (\054) -249.995 (fe) 25.0081 (w) -249.995 (ef) 25.0081 (forts) -251.005 (ha) 19.9967 (v) 14.9828 (e) -250.002 (been) -249.997 (made) -249.988 (to) -249.988 (bring) -250.997 (the) -249.988 (multi\055) ] TJ -11.9551 -11.9551 Td [ (stage) -370.007 (desi) 0.99493 (gn) -370.007 (to) -370.004 (image) -368.983 (deblurring) -369.987 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 450.68 164.686 Tm (70) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 460.642 164.686 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 466.809 164.686 Tm (71) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 476.771 164.686 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 482.948 164.686 Tm (88) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 492.911 164.686 Tm [ (\135\054) -398.992 (and) -370.012 (image) ] TJ -184.049 -11.9547 Td [ (deraining) -345.999 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 353.255 152.731 Tm (47) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 363.218 152.731 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 369.166 152.731 Tm (63) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R11 9.9626 Tf 1 0 0 1 379.128 152.731 Tm [ (\135\056) -598.018 (W) 79.9866 (e) -347.006 (analyze) -345.981 (these) -346.011 (approaches) -346.016 (to) -346.991 (iden\055) ] TJ -70.266 -11.9551 Td [ 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