%PDF-1.3 1 0 obj << /Kids [ 3 0 R 4 0 R 5 0 R 6 0 R 7 0 R 8 0 R 9 0 R 10 0 R 11 0 R ] /Type /Pages /Count 9 >> endobj 2 0 obj << /Title (RGB\055Guided Hyperspectral Image Upsampling) /Producer (PyPDF2) /Author (Hyeokhyen Kwon\054 Yu\055Wing Tai) /Subject (2015 IEEE International Conference on Computer Vision) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 13 0 R /Resources << /XObject << /x8 14 0 R /x6 17 0 R /x12 20 0 R /x10 23 0 R >> /ExtGState << /s9 26 0 R /s11 29 0 R /a0 << /CA 1 /ca 1 >> /R7 32 0 R /s5 33 0 R /s7 36 0 R >> /Font << /F2 39 0 R /R8 40 0 R /R10 43 0 R /R12 47 0 R /F1 50 0 R /R14 51 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 55 0 R /Resources << /ExtGState << /R7 32 0 R >> /Font << /R29 56 0 R /R8 40 0 R /F2 61 0 R /R10 43 0 R /F1 62 0 R /R14 51 0 R /R39 63 0 R /R21 67 0 R /R37 70 0 R /R23 73 0 R /R35 78 0 R /R25 82 0 R /R33 85 0 R /R27 88 0 R /R31 92 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Contents 97 0 R /Resources << /XObject << /R49 98 0 R /R48 99 0 R >> /ExtGState << /R7 32 0 R >> /Font << /R29 56 0 R /R8 40 0 R /R50 100 0 R /F2 103 0 R /R52 104 0 R /R10 43 0 R /F1 107 0 R /R14 51 0 R /R39 63 0 R /R21 67 0 R /R37 70 0 R /R23 73 0 R /R35 78 0 R /R33 85 0 R /R27 88 0 R /R31 92 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /CropBox [ 0 0 612 792 ] /Group 108 0 R /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 109 0 R /Resources << /ExtGState << /R7 32 0 R >> /Font << /R39 63 0 R /R52 104 0 R /F2 110 0 R /F1 111 0 R /R29 56 0 R /R8 40 0 R /R10 43 0 R /R64 112 0 R /R12 47 0 R /R66 116 0 R /R60 120 0 R /R62 124 0 R /R21 67 0 R /R37 70 0 R /R23 73 0 R /R35 78 0 R /R25 82 0 R /R33 85 0 R /R27 88 0 R /R31 92 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 128 0 R /Resources << /XObject << /R127 129 0 R /R126 130 0 R /R125 131 0 R /R124 132 0 R /R123 133 0 R /R122 134 0 R /R121 135 0 R /R120 136 0 R /R83 137 0 R /R82 138 0 R /R81 139 0 R /R80 140 0 R /R87 141 0 R /R86 142 0 R /R85 143 0 R /R128 144 0 R /R109 145 0 R /R108 146 0 R /R89 147 0 R /R101 148 0 R /R100 149 0 R /R103 150 0 R /R102 151 0 R /R105 152 0 R /R104 153 0 R /R107 154 0 R /R106 155 0 R /R84 156 0 R /R78 157 0 R /R79 158 0 R /R73 159 0 R /R76 160 0 R /R77 161 0 R /R74 162 0 R /R75 163 0 R /R98 164 0 R /R99 165 0 R /R90 166 0 R /R91 167 0 R /R92 168 0 R /R93 169 0 R /R94 170 0 R /R95 171 0 R /R96 172 0 R /R97 173 0 R /R118 174 0 R /R119 175 0 R /R112 176 0 R /R113 177 0 R /R110 178 0 R /R111 179 0 R /R116 180 0 R /R117 181 0 R /R114 182 0 R /R115 183 0 R /R88 184 0 R >> /ExtGState << /R7 32 0 R >> /Font << /F2 185 0 R /R8 40 0 R /R10 43 0 R /R12 47 0 R /F1 186 0 R /R14 51 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 187 0 R /Resources << /XObject << /R145 188 0 R /R144 189 0 R /R141 190 0 R /R147 191 0 R /R146 192 0 R /R135 193 0 R /R136 194 0 R /R137 195 0 R /R138 196 0 R /R139 197 0 R /R140 198 0 R /R156 199 0 R /R157 200 0 R /R154 201 0 R /R155 202 0 R /R152 203 0 R /R153 204 0 R /R143 205 0 R /R142 206 0 R /R150 207 0 R /R151 208 0 R /R149 209 0 R /R148 210 0 R /R158 211 0 R >> /ExtGState << /R7 32 0 R >> /Font << /F2 212 0 R /R161 213 0 R /R8 40 0 R /R159 217 0 R /R10 43 0 R /R12 47 0 R /F1 220 0 R /R14 51 0 R /R23 73 0 R /R35 78 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 221 0 R /Resources << /ExtGState << /R7 32 0 R >> /Font << /R10 43 0 R /F2 222 0 R /R161 213 0 R /F1 223 0 R /R14 51 0 R /R8 40 0 R /R23 73 0 R /R159 217 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 224 0 R /Resources << /XObject << /R202 225 0 R /R203 226 0 R /R200 227 0 R /R201 228 0 R /R185 229 0 R /R184 230 0 R /R204 231 0 R /R205 232 0 R /R189 233 0 R /R188 234 0 R /R199 235 0 R /R183 236 0 R /R182 237 0 R /R191 238 0 R /R196 239 0 R /R193 240 0 R /R187 241 0 R /R180 242 0 R /R178 243 0 R /R179 244 0 R /R174 245 0 R /R175 246 0 R /R181 247 0 R /R195 248 0 R /R194 249 0 R /R192 250 0 R /R190 251 0 R /R177 252 0 R /R186 253 0 R /R176 254 0 R >> /ExtGState << /R7 32 0 R /R198 255 0 R /R197 256 0 R >> /Font << /F2 257 0 R /R161 213 0 R /R8 40 0 R /R159 217 0 R /R10 43 0 R /F1 258 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 259 0 R /Resources << /ExtGState << /R7 32 0 R >> /Font << /F2 260 0 R /R8 40 0 R /R10 43 0 R /R12 47 0 R /F1 261 0 R /R14 51 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 18023 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R7 gs 0 g q 10 0 0 10 0 0 cm BT /R8 14.34600 Tf 1 0 0 1 151.55500 675.06700 Tm [ (RGB\055Guided) -250 (Hyperspectral) -250.00500 (Image) -249.99100 (Upsampling) ] TJ /R10 11.95500 Tf 19.87890 -37.85820 Td [ (Hyeokh) 4.99309 (yen) -250.01600 (Kw) 10.00860 (on) ] TJ 25.97190 -13.94690 Td (KAIST) Tj /R12 11.95500 Tf -57.71880 -13.94800 Td (hyeokhyen\100kaist\056ac\056kr) Tj /R10 11.95500 Tf 221.64400 27.89490 Td [ (Y) 110.98500 (u\055W) 39.98560 (ing) -249.99600 (T) 80.00380 (ai) ] TJ -32.88790 -13.94690 Td [ (SenseT) 35.01080 (ime) -249.98700 (Group) -250.01800 (Limited) ] TJ /R12 11.95500 Tf 6.16289 -13.94800 Td (yuwing\100gmail\056com) Tj /R8 11.95500 Tf -188.61100 -41.04610 Td (Abstract) Tj /R14 9.96300 Tf -83.92770 -24.25780 Td [ (Hyper) 9.98629 (spectr) 15.01280 (al) -249.00400 (ima) 9.99425 (ging) -248.99300 (usually) -249.01700 (lac) 20.01300 (k) -248.99400 (of) -250.02200 (spatial) -249.01200 (r) 36.99480 (esolution) ] TJ -11.95510 -11.95630 Td [ (due) -339.98400 (to) -340.98400 (limitations) -340.00400 (of) -340.00400 (har) 37.00580 (dwar) 37.00580 (e) -341.01400 (design) -339.99700 (of) -340.00300 (ima) 9.99548 (ging) -341.01300 (sensor) 10.01020 (s\056) ] TJ 11.95510 TL T* [ (On) -268.98500 (the) -268.98500 (contr) 15.00240 (ary) 54.98980 (\054) -274.00900 (latest) -269.00600 (ima) 9.99425 (ging) -268.98800 (sensor) 10.00900 (s) -269.02000 (captur) 37.02420 (e) -268.98800 (a) -268.97900 (RGB) -268.99300 (im\055) ] TJ T* [ (a) 9.98384 (g) 9.98384 (e) -339.99500 (with) -339.98500 (r) 36.99420 (esolution) -339.97400 (of) -340.00400 (multiple) -339.99600 (times) -339.98200 (lar) 37 (g) 10.02240 (er) -340.01300 (than) -339.99300 (a) -339.98400 (hyper) 20.01550 (\055) ] TJ T* [ (spectr) 15.01280 (al) -342.98400 (ima) 9.99487 (g) 9.98323 (e) 14.99080 (\056) -589.00300 (In) -342.99100 (this) -343.02200 (paper) 111.02800 (\054) -367.01000 (we) -343.01200 (pr) 37.01930 (esent) -343.01200 (an) -343.01700 (algorithm) -343.01500 (to) ] TJ T* [ (enhance) -317.98900 (and) -316.99600 (upsample) -317.98300 (the) -317.01500 (r) 36.99480 (esolution) -317.97800 (of) -316.98800 (hyper) 10.01750 (spectr) 15.01160 (al) -318.00800 (im\055) ] TJ 11.95590 TL T* [ (a) 9.98384 (g) 9.98384 (es\056) -338.98000 (Our) -259.00500 (algorithm) -260.01100 (consists) -258.99700 (of) -260.02100 (two) -259 (sta) 9.98568 (g) 9.98323 (es\072) -328.98300 (spatial) -259.99000 (upsam\055) ] TJ 11.95510 TL T* [ (pling) -221.01900 (sta) 9.98445 (g) 9.98384 (e) -222.01900 (and) -221.01700 (spectrum) -222.01900 (substitution) -220.98700 (sta) 10.02490 (g) 9.98323 (e) 14.99200 (\056) -300.98400 (The) -221.01600 (spatial) -221.99800 (up\055) ] TJ T* [ (sampling) -218 (sta) 9.98445 (g) 9.98323 (e) -217.98100 (is) -217.99300 (guided) -218.01900 (by) -217.99400 (a) -218.00900 (high) -218.01900 (r) 36.99480 (esolution) -217.99900 (RGB) -217.98400 (ima) 9.99548 (g) 9.98323 (e) -218.01900 (of) ] TJ T* [ (the) -248.98900 (same) -250.01300 (scene) 10.00650 (\054) -248.99500 (and) -249.01100 (the) -250.01000 (spectrum) -248.99400 (substitution) -248.98300 (sta) 9.98568 (g) 10.02240 (e) -250.01200 (utilizes) ] TJ T* [ (spar) 10.01320 (se) -231.99500 (coding) -230.99600 (to) -231.98800 (locally) -232.01600 (r) 36.99480 <65026e65> -231.01200 (the) -232.01300 (upsampled) -232.01600 (hyper) 9.97833 (spectr) 15.01160 (al) ] TJ T* [ (ima) 9.99487 (g) 9.98384 (e) -361.01000 (thr) 44.99680 (ough) -359.98200 (dictionary) -361.01500 (substitution\056) -641.00500 (Experiments) -360.98900 (show) ] TJ 11.95590 TL T* [ (that) -250.99800 (our) -251.01400 (algorithm) -252.01300 (is) -251.00600 (highly) -251 (ef) 17.98890 (fective) -251.01500 (and) -251.00900 (ha) -1.00959 (s) -250.98500 (outperformed) ] TJ 11.95510 TL T* [ (state\055of\055the\055art) -250.00800 (matrix) -250.01600 (factorization) -249.98700 (based) -249.99500 (appr) 44.99070 (oac) 15.00180 (hes\056) ] TJ /R8 11.95500 Tf 36.90900 TL T* [ (1\056) -250.00700 (Intr) 17.98640 (oduction) ] TJ /R10 9.96300 Tf 11.95510 -19.27700 Td [ (Hyperspectral) -365.99800 (imaging) -365.99000 (acquires) -366.99900 (spectral) -365.98500 (characteristics) ] TJ -11.95510 -11.95510 Td [ (of) -334.99300 (a) -335.01500 (scene) -336 (through) -334.99200 (capturing) -335.01200 (a) -335.01500 (number) -335.00400 (of) -336.01400 (conti) 1.00224 (guo) -0.98264 (us) -334.98200 (nar) 20.00570 (\055) ] TJ 11.95510 TL T* [ (ro) 25.01080 (w) -277.00900 (band) -276.99100 (images\056) -390.00600 (It) -277.01200 (has) -277.02000 (been) -275.98300 (a) -276.98800 (promising) -276.98400 (tool) -276.99400 (for) -276.99400 (applica\055) ] TJ T* [ (tions) -232 (in) -231.98700 (geosensing\054) -235.01900 (cultural) -232.00600 (heritage\054) -235.99600 (and) -232.00600 (v) 25 (arious) -231.99600 (computer) ] TJ T* [ (vision) -303.01900 (tasks) -303.01300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 103.75300 284.58600 Tm (30) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 113.71600 284.58600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 119.23600 284.58600 Tm (21) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 129.19800 284.58600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 134.70800 284.58600 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 144.67100 284.58600 Tm [ (\135\056) -469.99700 (Due) -303.00300 (to) -302.99200 (the) -303.01800 (hardw) 9.98568 (are) -302.99900 (design) -304.00300 (lim\055) ] TJ -94.55860 -11.95630 Td [ (itations) -320.99100 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 85.96880 272.63000 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 90.95040 272.63000 Tm [ (\135\054) -339.98500 (h) 5.00387 (yperspectral) -320.98000 (sensors) -321.01100 (often) -321.99700 (ha) 19.99590 (v) 15.00180 (e) -320.97800 (a) -320.97800 (lo) 25.01930 (w) -322.01900 (spatial) ] TJ -40.83830 -11.95510 Td [ (resolution\054) -218.01600 (b) 19.98180 (ut) -209.01200 (v) 15.00180 (ery) -209.00600 <026e65> -210 (spectral) -208.99800 (resolution\056) -296.98000 (In) -208.98100 (addition\054) -218.00900 (due) ] TJ 11.95470 TL T* [ (to) -282.01600 (reduced) -282.99200 (incoming) -282.02200 (illumination) -283.00800 (by) -282.00900 (narro) 25.01930 (w) -283.00800 (band) -282.01000 <026c746572732c> -290.98400 (it) ] TJ T* [ (usually) -327.98100 (has) -327.98900 (lo) 25.01810 (w) -328.01800 (signal\055to\055noise) -327.99600 (ratio\056) -545.00500 (Consequently) 65.00860 (\054) -347.99400 (a) -327.99600 (h) 5.00387 (y\055) ] TJ T* [ (perspectral) -390.01100 (image) -390.00100 (i) 0.99857 (s) -390.01500 (noisy) -390 (if) -390.00900 (a) -389.98400 (long) -389.00300 (e) 14.99200 (xposure) -390.00700 (time) -389.98300 (is) -389.99800 (not) ] TJ (guaranteed\056) ' 11.95510 -12.30310 Td [ (Compared) -508.01200 (with) -507.99800 (h) 5.00387 (yperspectral) -508 (sensors\054) -572.98400 (latest) -507.98800 (imaging) ] TJ -11.95510 -11.95590 Td [ (sensors) -367 (capture) -366.98200 (a) -367.98900 (RGB) -366.98900 (image) -366.98700 (with) -367.00700 (resolution) -366.97800 (of) -368.00700 (multiple) ] TJ T* [ (times) -433.01100 (lar) 18 (ger) -432.99900 (than) -433.00500 (a) -432.99500 (h) 5.00387 (yperspectral) -432.99600 (image) -433.01300 (and) -432.98400 (with) -432.99400 (higher) ] TJ T* [ (signal\055to\055noise) -428.01400 (ratio) -427.98200 (gi) 25.01810 (v) 15.00180 (en) -427.99000 (the) -426.99200 (same) -428.01600 (e) 14.99200 (xposure) -428 (time\056) -843.99400 (Be\055) ] TJ T* [ (cause) -199.00800 (of) -198.98200 (these) -199.98400 (attracti) 25.02060 (v) 15.00180 (e) -199.00400 (properties\054) -209.01800 (v) 25 (arious) -199.02300 (approaches) -200.00800 (ha) 19.99590 (v) 15.00180 (e) ] TJ T* [ (been) -385.02000 (proposed) -383.98500 (to) -385.01500 (fuse) -384.98600 (a) -383.98500 (lo) 25.01810 (w\055resolution) -385.01100 (h) 5.00387 (yperspectral) -385.00600 (im\055) ] TJ 11.95590 TL T* [ (age) -266.01000 (and) -267.01800 (a) -266.01000 (high\055resolution) -265.99300 (RGB) -267.01000 (\050or) -266.01700 (gray) -267.00800 (scale\051) -266.01100 (image) -265.98900 (to) -266.99900 (re\055) ] TJ 11.95510 TL T* [ (construct) -296.00300 (a) -296.98400 (high\055resolution) -295.98700 (h) 5.00387 (yperspectral) -296.98500 (image) -295.98300 (as) -297.00200 (demon\055) ] TJ T* [ (strated) -294.01400 (in) -294.01300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 93.60080 104.91000 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 103.56400 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 108.98100 104.91000 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 113.96300 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 119.38200 104.91000 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 124.36400 104.91000 Tm [ (\135\056) -442.00300 (In) -293.98200 (this) -294.01300 (paper) 40 (\054) -304.98300 (we) -294.01100 (follo) 24.99480 (w) -294.02500 (this) -294.01300 (direction) ] TJ -74.25160 -11.95510 Td [ (and) -265.01900 (introduce) -264.98700 (a) -264.99000 (ne) 25.01440 (w) -265.01100 (algorithm) -265.00300 (which) -265.00800 (outperforms) -265.01100 (state\055of\055) ] TJ 11.95510 TL T* [ (the\055art) -249.99600 (approaches) -249.99700 (for) -250.02100 (h) 5.00387 (yperspectral) -250.01400 (image) -249.99200 (upsampling\056) ] TJ 270.70500 487.26700 Td [ (Our) -214.98700 (algorithm) -213.99200 (consists) -215.00500 (of) -214 (tw) 10.00770 (o) -214.99000 (stages\072) -292.00300 (spatial) -215.00500 (upsampling) ] TJ -11.95510 -11.95510 Td [ (stage) -323.01600 (and) -323.00700 (spectrum) -323.01600 (substitution) -321.98700 (stage\056) -529.00300 (The) -323.00200 (spatial) -322.98200 (upsam\055) ] TJ T* [ (pling) -306.02000 (stage) -304.98100 (increases) -305.98100 (the) -305.99800 (spatial) -306.00500 (resolution) -304.99100 (of) -306.02000 (a) -306 (h) 5.00387 (yperspec\055) ] TJ T* [ (tral) -234.00800 (image) -233.99600 (through) -233.99300 (the) -232.99300 (guidance) -233.98600 (of) -233.99600 (the) -234.01000 (high) -233.97600 (resolution) -233.98600 (RGB) ] TJ T* [ (image\056) -777.00600 (This) -406.01900 (is) -405.01400 (achie) 25.01930 (v) 15.00180 (ed) -405.99400 (by) -405.98500 (estimating) -404.99500 (an) -405.99400 (optimal) -405.98900 (linear) ] TJ T* [ (combination) -405.98000 (of) -406 (e) 14.99200 (x) 15.00180 (emplar) -405.98900 (patches) -406.01900 (for) -405.98900 (super) 20.01550 (\055resolution) -405.98000 (re\055) ] TJ 11.95630 TL T* [ (construction\056) -703.01400 (The) -380.99200 (e) 14.99200 (x) 15.00180 (emplar) -380.97500 (patches) -381.00400 (couple) -381.01400 (h) 5.00387 (yperspectral) ] TJ 11.95470 TL T* [ (and) -234.98600 (RGB) -235.99500 (images) -234.99300 (with) -236.01500 (identical) -235.00500 (structures) -236.01000 (learnt) -234.99100 (from) -235.98100 (train\055) ] TJ T* [ (ing) -364.01300 (e) 14.99200 (xamples\056) -652.98500 (The) -364.01500 (spatial) -365.01300 (upsampling) -363.99800 (stage) -363.98800 (not) -364.01300 (only) -365.00800 (en\055) ] TJ T* [ (hance) -353.99300 (spatial) -353.01300 (resolution\054) -379.98300 (b) 20.02040 (ut) -354 (also) -354.00500 (reduce) -353 (image) -354.01000 (noise) -353.98100 (in) -354 (a) ] TJ T* [ (h) 5.00387 (yperspectral) -244.99600 (image\056) -308.00500 (In) -245.01300 (the) -244.00800 (spectrum) -244.99300 (substitution) -244.98400 (stage\054) -246.00300 (we) ] TJ T* [ (assume) -228.98900 (a) -228.99700 (local) -229.00200 (re) 15.00180 (gion) -227.97700 (of) -229.01600 (a) -228.99700 (scene) -229.00200 (contains) -229.00700 (limited) -229.01100 (number) -228.98700 (of) ] TJ 11.95630 TL T* [ (materials\054) -293.99100 (and) -283.99500 (adopt) -285.01000 (the) -285.02200 (sparse) -285.01000 (coding) -285.02400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 469.02800 424.80500 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 478.99100 424.80500 Tm [ (\135) -284.99000 (to) -284.99500 (learn) -285 (a) -284.98500 (local) ] TJ -170.12900 -11.95470 Td [ (spectrum) -197.98400 (dictionary) 65.00370 (\056) -292.00600 (W) 79.98340 (e) -197.98400 (e) 25.02910 (v) 25 (aluate) -196.99400 (the) -198.01800 (upsampled) -198.02300 (h) 5.00387 (yperspec\055) ] TJ 11.95510 TL T* [ (tral) -200.01500 (image) -199.02300 (after) -200.01000 (the) -199 <02727374> -199.99000 (stage) -199.00300 (using) -199.99800 (the) -200.01700 (learnt) -198.99800 (local) -200.02700 (spectrum) ] TJ T* [ (dictionary) 65.00370 (\056) -310.00200 (The) -250 (optimal) -249.98300 (linear) -250.00700 (combination) -250.01200 (of) -249.99200 (spectrum) -250.01200 (ba\055) ] TJ T* [ (sis) -327.98800 (functions) -328.02500 (with) -329.01500 (sparse) -328.02300 (coef) 25 <026369656e7473> -328.02000 (which) -327.97600 (best) -328.99100 (describes) ] TJ T* [ (the) -228.01400 (upsampled) -228.99700 (h) 5.00387 (yperspectral) -228.02100 (and) -228.98700 (RGB) -227.99700 (images) -228.01200 (is) -229.01100 (used) -227.98700 (to) -229.00700 (re\055) ] TJ 11.95590 TL T* [ (construct) -266.00900 (our) -266.00100 <026e616c> -266.98900 (output\056) -358.00900 (In) -267.00800 (short\054) -270.02700 (the) -266.00400 <02727374> -266.99400 (st) 0.98019 (age) -266.98900 (estimates) ] TJ 11.95510 TL T* [ (a) -321.01700 (proxy) -319.98000 (solution) -321.01200 (which) ] TJ /R14 9.96300 Tf 96.90270 0 Td (unmix) Tj /R10 9.96300 Tf 27.57300 0 Td [ (the) -321.01200 (h) 5.00387 (yperspectrum) -320.00200 (observ) 24.98010 (a\055) ] TJ -124.47600 -11.95470 Td [ (tion) -201.01000 (within) -200.99800 (a) -199.98300 (pix) 15.00670 (el) -200.98500 (using) -201.02000 (the) -200.99800 (guidance) -199.99300 (from) -201.00700 (a) -201.00200 (high) -201.00200 (resolution) ] TJ T* [ (RGB) -340.01300 (i) 0.99734 (mage\054) -362.99300 (and) -339.00300 (the) -339.99100 (second) -338.98400 (stage) -339.99300 <7265026e6573> -340.00300 (the) -339.00800 (spectrum) -339.99300 (of) ] TJ T* [ (the) -325.01400 (proxy) -326.01800 (solution) -325.01100 (based) -325.99100 (on) -325.02100 (the) -325.99100 (limited) -324.99200 (materials) -325.99600 (assump\055) ] TJ 11.95590 TL T* [ (tion) -250.01900 (within) -250.00700 (a) -250.01200 (local) -249.97800 (re) 15.00180 (gion) -250.01200 (of) -249.99200 (a) -250.01200 (scene\056) ] TJ 11.95510 -12.30310 Td [ (W) 79.98340 (e) -363.98800 (ha) 19.99590 (v) 15.00180 (e) -363.98800 (e) 25.02910 (v) 25 (aluated) -363.01300 (our) -363.98300 (proposed) -363.98800 (algorithm) -364.00300 (e) 14.99200 (xtensi) 25.01930 (v) 15.00180 (ely) ] TJ -11.95510 -11.95510 Td [ (using) -283.00300 (real) -284.00200 (w) 9.99058 (orld) -283 (h) 5.00387 (yperspectral) -284.01000 (image) -283.00500 (datasets\056) -409.99400 (The) -283.99000 (e) 14.99200 (xperi\055) ] TJ 11.95510 TL T* [ (ments) -312.98900 (sho) 25.00710 (w) -313.00100 (that) -312.99600 (our) -313.01100 (algorithm) -312.99400 (is) -314.01300 (highly) -313.01400 (ef) 25 (fecti) 25.00950 (v) 15.00180 (e\054) -329.00500 (and) -313.00900 (has) ] TJ T* [ (outperformed) -223.98300 (state\055of\055the\055art) -224.01700 (matrix) -223.98300 (f) 10.00770 (actorization) -224.01700 (based) -224.01200 (ap\055) ] TJ T* [ (proaches) -249.99700 (both) -250.01200 (qualitati) 24.98750 (v) 15.00180 (ely) -250.00700 (and) -250.00200 (quantitati) 25.01440 (v) 15.00180 (ely) 65.02570 (\056) ] TJ /R8 11.95500 Tf 24.95390 TL T* [ (2\056) -250.00600 (Related) -249.99600 (w) 9.98822 (ork) ] TJ /R10 9.96300 Tf 11.95510 -19.27700 Td [ (Hyperspectral) -306.01000 (imagi) 1.01940 (ng) -306.00500 (w) 9.99303 (as) -306.02000 <02727374> -305.02500 (introduced) -305.97100 (as) -305 (an) -306.01500 (appli\055) ] TJ -11.95510 -11.95510 Td [ (cation) -330.01500 (in) -330.00500 (astronomy) -329.01800 (and) -329.98600 (satellite) -330.01500 (imaging\056) -549 (It) -329.98100 (aims) -329.99000 (to) -330.00500 (cap\055) ] TJ 11.95510 TL T* [ (ture) -301.00900 (spectrum) -302.00100 (po) 24.98500 (wer) -300.97900 (distrib) 19.97630 (ution) -301.98200 (of) -301.00100 (electromagnetic) -302.00600 (w) 9.99303 (a) 20.01060 (v) 15.00180 (e\055) ] TJ 11.95590 TL T* [ (lengths) -335.97900 (ranged) -334.99400 (from) -336 (infrared) -336 (spectrum) -334.97500 (to) -336.00400 (ultra) 20 (violet) -336.00900 (spec\055) ] TJ 11.95510 TL T* [ (trum\056) -651.99000 (Since) -364.01300 (certain) -364.00800 (materials) -363.98800 (ha) 19.99590 (v) 15.00180 (e) -365.00800 (unique) -363.98800 (spectral) -363.98800 (signa\055) ] TJ T* [ (ture\054) -251.98500 (i) 0.99734 (t) -252.00900 (has) -250.98500 (been) -251.00700 (v) 15.00180 (ery) -250.99700 (useful) -251.99200 (in) -251.00200 (material\054) -251.00200 (agriculture\054) -252.01600 (chemi\055) ] TJ T* [ (cal\054) -250.00700 (and) -250.00200 (en) 39.99170 (vironment) -250.01900 (analysis) -249.98700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 432.70200 117.21300 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 437.68400 117.21300 Tm (\135\056) Tj -116.86700 -12.30310 Td [ (Since) -333.98000 (h) 5.00387 (yperspectral) -332.97800 (images) -334.02900 (ha) 19.99590 (v) 15.00180 (e) -333.99500 (limi) 1 (ted) -333.99000 (spatial) -334 (resolu\055) ] TJ -11.95510 -11.95470 Td [ (tion\054) -509.01000 (v) 25 (arious) -457.00800 (techniques) -457 (ha) 19.99590 (v) 15.00180 (e) -456.98900 (been) -457.00300 (proposed) -457.02800 (to) -456.99900 (increase) ] TJ 11.95510 TL T* [ (resolution) -508.98800 (of) -508.99800 (a) -509.01700 (h) 5.00387 (yperspectral) -508.98300 (im) 1.00469 (age\056) -1087.01000 (A) -508.99800 (common) -509.01200 (tech\055) ] TJ ET Q Q Q q q 1 1 1 rg /a0 gs 48.40600 786.42200 515.18800 -52.69900 re f q /s5 gs /x6 Do Q q /s7 gs /x8 Do Q q /s9 gs /x10 Do Q q /s11 gs /x12 Do Q Q Q Q q 1 0 0 1 0 0 cm BT /F1 12 Tf 14.40000 TL ET 1 1 1 rg n 270 32 72 14 re f* 0.50000 0.50000 0.50000 rg BT /F2 9 Tf 10.80000 TL ET BT 1 0 0 1 299.25000 35 Tm (307) Tj T* ET Q endstream endobj 14 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 15 0 R >> >> /Length 28 /Group << /Type /Group /S /Transparency /CS /DeviceRGB /I true >> /BBox [ 78 746 96 765 ] /Type /XObject /Subtype /Form >> stream x+O4PH/VЯ0Pp 0 endstream endobj 15 0 obj << /Filter /FlateDecode /Resources 16 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
16 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
17 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x15 18 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 67 752 84 775 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ04Up
0
endstream
endobj
18 0 obj
<<
/Filter /FlateDecode
/Resources 19 0 R
/Length 228
/Type /XObject
/BBox [ 67 752 84 775 ]
/Subtype /Form
>>
stream
xeQKn!s ?FPav6R٪TS.
b];15YyR
{7QL.\:Rv/x9l+L7h%1!}i/AI(kz"U&,YO![R hg{3}4/GyYF:!w}Gn+'xJcO9i뽼_-:`
endstream
endobj
19 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
20 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x24 21 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 133 751 479 772 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Qp
0
endstream
endobj
21 0 obj
<<
/Filter /FlateDecode
/Resources 22 0 R
/Length 53008
/Type /XObject
/BBox [ 133 751 479 772 ]
/Subtype /Form
>>
stream
xlK8,8?DKs9mavd
{f-8*2Y@H >חk}y}uf`v)_s}1z#*Gw_gX jow\o'1c|Z^G<
A̺X}ay?IT|y~L.[ {Ȟb\3-3]_'X\竵0{+_۾oY-wj+ B;)Aa=/
1~a(>}m_K' >*Q1:?OPnGsQ_`?mzN
?WBB!lU n'S 1Ipzχ1xF_09,}?e){:̹~Gu7g {0mD`pdS)>;ys`Pµx'O
+혝 oI~!p7̵&m=dC+>5ALV"I1"S*CKha#03L4|@p灟vMRQ==*/m"r>@uqo9ͻ;Vz 'ȳ;IBzWR~ihwa8PlT>]fZ8y52)r빃W{B7G/q)}M]elS(k=5^A] сڸc'w!Ll'M=Ȥ뎓z;#կN>\q6r>|8}}Lr$Mo5:>syls+Ǵ`C?/9{Y||jD u#i^\rJ8a|oY+Rxl<{[؏s迨nYaյ[?/^u;+ ,bhL}wrj:ɴdM8^q|m'aQ6;0k_ar|E8HɃpN('&r`V;Rs볩Nk\&W=DDG#5]~M{VyCSRH9ܜXˏt7߾i9ADگ
USڝ|{(hbIRZXg @6Hɹ0Dq;si\Tv<1?mUŏV7bF
p7Y9sƨ*.uz_LբřsB݃ɹ^'_Yae91f+n%A̶d
Ċc#q
CF=Mt'\&ξ)z;L-4:n}41j:mӶ_)\݇ |T@uAƓxAN6Ql;}Ɲ{~_y"g%]nCi']I~,xa?feoɌr0u?V=phldx.Y;~nZL603> \`ęܓ