%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 (High Order Tensor Formulation for Convolutional Sparse Coding) /Producer (PyPDF2) /Author (Adel Bibi\054 Bernard Ghanem) /Subject (2017 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 >> /R34 32 0 R /s5 33 0 R /s7 36 0 R >> /Font << /R59 39 0 R /R49 42 0 R /R47 46 0 R /R55 50 0 R /R45 55 0 R /R57 58 0 R /R43 63 0 R /R51 67 0 R /R41 70 0 R /R53 74 0 R /F2 79 0 R /F1 80 0 R /R61 81 0 R /R63 85 0 R /R39 90 0 R /R37 93 0 R /R35 97 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 101 0 R 102 0 R 103 0 R 104 0 R 105 0 R 106 0 R 107 0 R 108 0 R 109 0 R 110 0 R 111 0 R 112 0 R 113 0 R 114 0 R 115 0 R 116 0 R 117 0 R 118 0 R 119 0 R 120 0 R 121 0 R 122 0 R 123 0 R 124 0 R 125 0 R 126 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 127 0 R /Resources << /ExtGState << /R34 32 0 R >> /Font << /R59 39 0 R /R49 42 0 R /R47 46 0 R /R55 50 0 R /R57 58 0 R /R43 63 0 R /R41 70 0 R /R53 74 0 R /F2 128 0 R /R89 129 0 R /F1 133 0 R /R91 134 0 R /R93 137 0 R /R95 140 0 R /R61 81 0 R /R63 85 0 R /R37 93 0 R /R35 97 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 144 0 R 145 0 R 146 0 R 147 0 R 148 0 R 149 0 R 150 0 R 151 0 R 152 0 R 153 0 R 154 0 R 155 0 R 156 0 R 157 0 R 158 0 R 159 0 R 160 0 R 161 0 R 162 0 R ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Contents 163 0 R /Resources << /XObject << /R116 164 0 R /R115 165 0 R >> /ExtGState << /R34 32 0 R >> /Font << /R59 39 0 R /R49 42 0 R /R47 46 0 R /R55 50 0 R /R45 55 0 R /R57 58 0 R /R43 63 0 R /R41 70 0 R /R53 74 0 R /F2 166 0 R /R89 129 0 R /F1 167 0 R /R121 168 0 R /R91 134 0 R /R93 137 0 R /R95 140 0 R /R119 172 0 R /R112 175 0 R /R110 179 0 R /R117 184 0 R /R61 81 0 R /R63 85 0 R /R37 93 0 R /R35 97 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 188 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 189 0 R 190 0 R 191 0 R 192 0 R 193 0 R 194 0 R ] /Type /Page >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Contents 195 0 R /Resources << /XObject << /R145 196 0 R /R144 197 0 R /R136 198 0 R /R137 199 0 R >> /ExtGState << /R34 32 0 R >> /Font << /R59 39 0 R /R49 42 0 R /R47 46 0 R /R55 50 0 R /R45 55 0 R /R57 58 0 R /R43 63 0 R /R53 74 0 R /F2 200 0 R /R89 129 0 R /F1 201 0 R /R121 168 0 R /R138 202 0 R /R91 134 0 R /R93 137 0 R /R95 140 0 R /R119 172 0 R /R140 205 0 R /R142 209 0 R /R112 175 0 R /R110 179 0 R /R117 184 0 R /R61 81 0 R /R63 85 0 R /R37 93 0 R /R35 97 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 188 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 213 0 R 214 0 R 215 0 R 216 0 R 217 0 R 218 0 R 219 0 R ] /Type /Page >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 220 0 R /Resources << /ExtGState << /R34 32 0 R >> /Font << /R59 39 0 R /R49 42 0 R /R47 46 0 R /R55 50 0 R /R45 55 0 R /R57 58 0 R /R43 63 0 R /R41 70 0 R /R53 74 0 R /F2 221 0 R /R89 129 0 R /F1 222 0 R /R91 134 0 R /R93 137 0 R /R157 223 0 R /R112 175 0 R /R110 179 0 R /R61 81 0 R /R63 85 0 R /R37 93 0 R /R35 97 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 227 0 R 228 0 R 229 0 R 230 0 R 231 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Contents 232 0 R /Resources << /XObject << /R176 233 0 R /R177 234 0 R >> /ExtGState << /R34 32 0 R >> /Font << /R93 137 0 R /R49 42 0 R /R47 46 0 R /R55 50 0 R /R57 58 0 R /R43 63 0 R /R41 70 0 R /R53 74 0 R /F2 235 0 R /R112 175 0 R /R89 129 0 R /F1 236 0 R /R61 81 0 R /R63 85 0 R /R91 134 0 R /R37 93 0 R /R35 97 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 188 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 237 0 R 238 0 R 239 0 R 240 0 R 241 0 R 242 0 R 243 0 R 244 0 R 245 0 R 246 0 R 247 0 R 248 0 R 249 0 R ] /Type /Page >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 250 0 R /Resources << /ColorSpace << /R189 251 0 R /R193 253 0 R >> /ExtGState << /R34 32 0 R >> /Font << /R200 255 0 R /R196 258 0 R /R49 42 0 R /R198 262 0 R /R57 58 0 R /R43 63 0 R /R190 265 0 R /R41 70 0 R /R53 74 0 R /F2 268 0 R /F1 269 0 R /R121 168 0 R /R91 134 0 R /R93 137 0 R /R194 270 0 R /R117 184 0 R /R61 81 0 R /R63 85 0 R /R37 93 0 R /R35 97 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 273 0 R 274 0 R 275 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Contents 276 0 R /Resources << /XObject << /R218 277 0 R /R217 278 0 R >> /ExtGState << /R34 32 0 R >> /Font << /R211 279 0 R /R213 282 0 R /R215 285 0 R /R49 42 0 R /R57 58 0 R /R43 63 0 R /R190 265 0 R /R41 70 0 R /R53 74 0 R /F2 288 0 R /R89 129 0 R /F1 289 0 R /R37 93 0 R /R91 134 0 R /R93 137 0 R /R119 172 0 R /R194 270 0 R /R117 184 0 R /R196 258 0 R /R63 85 0 R /R61 81 0 R /R35 97 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R189 251 0 R /R193 253 0 R >> >> /Group 188 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 290 0 R 291 0 R 292 0 R 293 0 R ] /Type /Page >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 294 0 R /Resources << /ExtGState << /R34 32 0 R >> /Font << /R117 184 0 R /R41 70 0 R /F2 295 0 R /F1 296 0 R /R37 93 0 R /R35 97 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 297 0 R 298 0 R 299 0 R 300 0 R 301 0 R 302 0 R 303 0 R 304 0 R 305 0 R 306 0 R 307 0 R 308 0 R 309 0 R 310 0 R 311 0 R 312 0 R 313 0 R 314 0 R 315 0 R 316 0 R 317 0 R 318 0 R 319 0 R 320 0 R 321 0 R 322 0 R 323 0 R 324 0 R 325 0 R 326 0 R 327 0 R 328 0 R 329 0 R 330 0 R 331 0 R 332 0 R 333 0 R 334 0 R 335 0 R 336 0 R 337 0 R 338 0 R ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 27021 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R34 gs 0 g q 10 0 0 10 0 0 cm BT /R35 14.34620 Tf 1 0 0 1 96.33710 675.56900 Tm [ (High) -249.98700 (Order) -250.00500 (T) 91.98970 (ensor) -250.00200 (F) 24.98890 (ormulation) -250.00800 (f) 24.99230 (or) -249.99500 (Con) 40.00710 (v) 9.99625 (olutional) -249.99600 (Sparse) -250.00500 (Coding) ] TJ /R37 11.95520 Tf 125.24100 -37.46720 Td [ (Adel) -249.99700 (Bibi) -249.99100 (and) -249.98700 (Bernard) -250 (Ghanem) ] TJ -111.90600 -13.55700 Td [ (King) -250.00200 (Abdullah) -249.99000 (Uni) 24.99460 (v) 14.98510 (ersity) -249.98900 (of) -250.01400 (Science) -250.00600 (and) -249.98700 (T) 70.01640 (echnology) -249.99700 (\050KA) 55.01090 (UST\051\054) -250.01000 (Saudi) -249.99300 (Arabia) ] TJ /R39 8.96640 Tf 53.14610 -13.55700 Td (adel\056bibi\100kaust\056edu\056sa) Tj /R37 11.95520 Tf 118.35600 0 Td (\054) Tj /R39 8.96640 Tf 5.97695 0 Td (bernard\056ghanem\100kaust\056edu\056sa) Tj /R35 11.95520 Tf -141.15600 -40.92890 Td (Abstract) Tj /R41 9.96260 Tf -83.92770 -24.03010 Td [ (Con) 40.01660 (volutional) -223.01200 (spar) 9.98118 (se) -224 (coding) -222.99800 (\050CSC\051) -224.01700 (has) -223.00400 (gained) -224.01900 (attention) ] TJ -11.95510 -11.61990 Td [ (for) -304.99000 (its) -304.00700 (successful) -305.01800 (r) 45.01820 (ole) -303.98100 (as) -304.99700 (a) -303.98400 (r) 37.01960 (econstruction) -305 (and) -304.01300 (a) -305.00300 <636c617373690263612d> ] TJ 11.62110 TL T* [ (tion) -242.01400 (tool) -240.99400 (in) -241.98700 (the) -241.99100 (computer) -240.99700 (vision) -242.01200 (and) -241.00400 (mac) 14.98030 (hine) -241.98700 (learning) -242.00100 (com\055) ] TJ 11.61990 TL T* [ (munity) 54.99390 (\056) -386.01200 (Curr) 37.00490 (ent) -275.00600 (CSC) -276 (methods) -274.98600 (can) ] TJ /R37 9.96260 Tf 140.92200 0 Td (only) Tj /R41 9.96260 Tf 20.45700 0 Td [ (r) 37.01830 (econstruct) -274.98400 (single\055) ] TJ -161.37900 -11.62110 Td [ (featur) 37 (e) -250.98200 (2D) -249.99000 (ima) 10.01300 (g) 10.00320 (es) -251.01600 (independently) 55.00550 (\056) -311.98500 (Howe) 14.99500 (ver) 110.99900 (\054) -251.01400 (learning) -250.98000 (multi\055) ] TJ T* [ (dimensional) -386.98300 (dictionaries) -386 (and) -387.01900 (spar) 9.98118 (se) -386.99300 (codes) -386.00700 (for) -387.01600 (the) -386.98700 (r) 37.01830 (econ\055) ] TJ T* [ (struction) -285.98700 (of) -286.01800 (multi\055dimensional) -285.01200 (data) -286.00900 (is) -286.01700 (very) -285.99900 (important\054) -294.99500 (as) -286.01800 (it) ] TJ 11.62110 TL T* [ (e) 19.99240 (xamines) -266.99700 (corr) 36.98650 (elations) -267.01600 (among) -266.99100 (all) -268.01400 (the) -267.00700 (data) -266.99200 (jointly) 55.00550 (\056) -362.01600 (This) -266.98200 (pr) 44.98510 (o\055) ] TJ 11.61990 TL T* [ (vides) -364.98800 (mor) 36.98830 (e) -365.00200 (capacity) -364.98200 (for) -365.01900 (the) -364.99100 (learned) -365.01800 (dictionaries) -364.98600 (to) -364.98600 (better) ] TJ 11.62110 TL T* [ (r) 37.01960 (econstruct) -323.99600 (data\056) -530.98500 (In) -323.98400 (this) -323.99900 (paper) 111.01800 (\054) -342.01900 (we) -324.01600 (pr) 44.98390 (opose) -324.00700 (a) -324.01900 (g) 10.00320 (eneric) -324.01900 (and) ] TJ 11.61990 TL T* [ (no) 10.00810 (vel) -289.01200 (formulation) -288.98700 (for) -288.99200 (the) -289.00300 (CSC) -289.01800 (pr) 44.98390 (oblem) -288.99600 (that) -288.98600 (can) -289.98600 (handle) -288.98900 (an) ] TJ 11.62110 TL T* [ (arbitr) 15.01470 (ary) -352.99300 (or) 36.98520 (der) -352.01200 (tensor) -353.01500 (of) -352.98800 (data\056) -617.01000 (Bac) 20.00160 (k) 9.99343 (ed) -353 (with) -353.00700 (e) 19.99180 (xperimental) ] TJ 11.61990 TL T* [ (r) 37.01960 (esults\054) -385.98500 (our) -358.98300 (pr) 44.98390 (oposed) -359.01600 (formulation) -359.01500 (can) -360.01300 (not) -358.98200 (only) -358.98700 (tac) 20.00400 (kle) -359.00100 (ap\055) ] TJ T* [ (plications) -275.98200 (that) -276.98800 (ar) 36.98520 (e) -275.99800 (not) -276.99500 (possible) -275.99600 (with) -277.01900 (standar) 37.01340 (d) -275.98800 (CSC) -276.98100 (solver) 10.01300 (s\054) ] TJ 11.62110 TL T* [ (including) -255.99300 (color) 36.99260 (ed) -255.99500 (vi) 0.98268 (deo) -255.99000 (r) 37.01960 (econstruction) -255.99000 (\0505D\055) -255.99400 (tensor) 9.98363 (s\051\054) -257.01100 (b) 20.00160 (ut) -255.98400 (it) ] TJ 11.61990 TL T* [ (also) -351.99600 (performs) -351.98500 (favor) 14.99630 (ably) -350.98800 (in) -352.00700 (r) 37.01960 (econstruction) -352.01200 (with) -351.98800 (muc) 14.98030 (h) -352.01500 (fe) 14.98030 (w\055) ] TJ 11.62110 TL T* [ (er) -263.99300 (par) 14.99380 (ameter) 10.01060 (s) -263.98900 (as) -263.98400 (compar) 36.99380 (ed) -263.99400 (to) -263.98300 (naive) -265.00600 (e) 19.99180 (xtensions) -264.00300 (of) -263.98300 (standar) 37.01340 (d) ] TJ 11.61990 TL T* [ (CSC) -250.00500 (to) -249.98500 (multiple) -250 (featur) 37 (es\057c) 14.98280 (hannels\056) ] TJ /R35 11.95520 Tf 19.82890 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R37 9.96260 Tf 11.95510 -19.04800 Td [ (Con) 40.01660 (v) 20.00160 (olutional) -521.98600 (Spa) 0.99493 (rse) -521.99300 (Coding) -521.99000 (\050C) 0.99003 (SC\051) -522.00600 (is) -520.99900 (an) -521.99100 (importan\055) ] TJ -11.95510 -11.62110 Td [ (t) -261.00800 (b) 20.00160 (uilding) -261.01300 (block) -260.99700 (for) -259.99700 (a) -261.02000 (plethora) -260.99800 (of) -261.01400 (applications) -261.01300 (ranging) -260.99600 (from) ] TJ 11.61990 TL T* [ (image) -413.01300 (and) -412.00400 (video) -413.01100 (compression) -412.01000 (to) -413.01700 (deep) -412.00700 (con) 39.99820 (v) 20.00160 (olutional) -412.98500 (net\055) ] TJ 11.62110 TL T* [ (w) 10.00140 (orks) -237.98700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 80.04960 274.74300 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 90.01210 274.74300 Tm [ (\135\056) -307.00800 (T) 79.99030 (o) -237.99500 (name) -239.01000 (a) -238.00400 (fe) 25.00810 (w) 65.01120 (\054) -241.01600 (it) -237.98500 (has) -239.01200 (been) -237.99800 (successfully) -238.98700 (applied) ] TJ -39.90000 -11.61990 Td [ (in) -312.99400 (visual) -314 (object) -312.99100 (tracking) -312.98900 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 154.46000 263.12300 Tm (28) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 164.42300 263.12300 Tm [ (\135\054) -329.98500 (image) -312.99100 (and) -313.00200 (video) -314.00900 (processing) ] TJ -114.31100 -11.61990 Td (\133) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 53.42970 251.50300 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 58.41090 251.50300 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 62.85430 251.50300 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 67.83550 251.50300 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 72.26870 251.50300 Tm (6) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 77.25000 251.50300 Tm [ (\135\054) -206.98600 (computational) -195.99300 (imagi) 1.00718 (ng) -195.99700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 181.99600 251.50300 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 186.97800 251.50300 Tm [ (\135\054) -206.98600 (lo) 24.98850 (w\055) -194.98700 (and) -196.00200 (mid\055le) 25 (v) 14.98280 (el) -196.00400 (fea\055) ] TJ -136.86600 -11.62110 Td [ (ture) -362.01400 (learning) -362 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 108.78200 239.88200 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 113.76300 239.88200 Tm [ (\135\054) -390.01500 (high\055le) 24.99830 (v) 14.98280 (el) -362.01600 (vision) -361.98200 (problems) -361.98600 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 239.03300 239.88200 Tm (26) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 248.99600 239.88200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 255.09300 239.88200 Tm (27) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 265.05500 239.88200 Tm [ (\135) -361.98100 (and) ] TJ -214.94300 -11.61990 Td [ (e) 25.01110 (v) 14.98280 (en) -323.00400 (line) -322.00900 (dra) 15.01470 (wings) -323.01800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 132.80200 228.26200 Tm (23) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 142.76400 228.26200 Tm [ (\135\056) -527.99200 (It) -323.00100 (can) -321.98900 (be) -323.00400 (ar) 17.98960 (gued) -322.01500 (that) -322.99000 (the) -322.99800 (success) ] TJ -92.65230 -11.62110 Td [ (of) -277.99100 (CSC) -277.01100 (may) -278.01900 (be) -277.99200 (biologically) -277 (inspired\054) -284.98100 (since) -277.00300 (there) -277.99300 (e) 15.01220 (xists) -278 (e) 25.01050 (v\055) ] TJ 11.61990 TL T* [ (idence) -362.99400 (linking) -362.99600 (CSC) -362.99700 (to) -362.98600 (ho) 24.98600 (w) -362.99600 (images) -363.01500 (are) -363.01000 (formed) -362.98600 (in) -362.98600 (the) -362.99100 (hu\055) ] TJ 11.62110 TL T* [ (man) -374.00300 (visual) -373.99000 (system) -373.00400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 133.23000 193.40000 Tm (22) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 143.19300 193.40000 Tm [ (\135\056) -682.00500 (In) -372.99500 (principle\054) -405.00300 (images) -373.99400 (are) -373.98900 (formed) ] TJ -93.08050 -11.61990 Td [ (due) -221.01600 (to) -219.99000 (the) -221.01400 <0272696e67> -220.01400 (of) -220.98200 (a) -220.00700 (sparse) -221.01700 (number) -219.98300 (of) -220.98200 (recepti) 25.01790 (v) 14.98280 (e) -220.98800 <02656c6473> -220.01200 (in) -221.01000 (the) ] TJ 11.61990 TL T* [ (human) -379.01200 (brain\056) -695.98900 (This) -379.01300 (can) -379 (be) -378.01400 (represented) -378.99100 (mathematically) -378.98600 (as) ] TJ 11.62110 TL T* [ (a) -295.01400 (sum) -294.98600 (of) -295.00800 (con) 40 (v) 20.00160 (olutional) -295.00500 (operators) -294.99600 <0272696e67> -294.98000 (at) -295.00700 (sparse) -295.00500 (locations\056) ] TJ 11.61990 TL T* [ (Mathematically) 65.01730 (\054) -224 (the) -217.99500 (standard) -217.98700 (CSC) -216.98200 (problem) -218.01500 (is) -217.99100 (formulated) -218.01500 (as) ] TJ 11.62110 TL T* [ (follo) 24.99710 (ws\072) ] TJ /R43 9.96260 Tf 16.28910 -30.22110 Td [ (m) -0.30019 (i) -0.80011 (n) -0.59978 ] TJ /R45 6.97380 Tf -6.63828 -6.50312 Td [ (x) -0.69929 ] TJ /R47 4.98130 Tf 4.76094 -1.05781 Td [ (k) -0.10047 ] TJ /R49 6.97380 Tf 4.35508 1.05781 Td [ (\073) -0.30020 ] TJ /R45 6.97380 Tf 2.36602 0 Td [ (d) -0.29932 ] TJ /R51 4.98130 Tf 5.00898 -1.05781 Td [ (k) -0.59916 ] TJ /R53 6.97380 Tf 4.47617 1.05781 Td [ (8) -0.79994 ] TJ /R49 6.97380 Tf 4.51094 0 Td [ (k) -0.29932 ] TJ /R43 9.96260 Tf 9.75000 13.24340 Td (1) Tj ET Q 3.98000 w 0 G 949.91000 1075.67000 m 999.71900 1075.67000 l S q 10 0 0 10 0 0 cm BT /R43 9.96260 Tf 1 0 0 1 94.99100 98.24300 Tm (2) Tj /R49 6.97380 Tf 11.50390 19.28710 Td [ (N) -0.90146 ] TJ /R55 9.96260 Tf -3.66602 -2.98906 Td [ (X) -0.49992 ] TJ /R49 6.97380 Tf 4.73320 -20.92110 Td [ (n) -0.20130 ] TJ /R57 9.96260 Tf 11.31800 11.45700 Td (k) Tj /R59 9.96260 Tf 4.98086 0 Td [ (y) -0.89936 ] TJ /R49 6.97380 Tf 6.04727 -1.49492 Td [ (n) -0.20130 ] TJ /R57 9.96260 Tf 7.63672 1.49492 Td [ <00> -0.80011 ] TJ /R49 6.97380 Tf 13.56600 12.45310 Td [ (K) -0.89971 ] TJ /R55 9.96260 Tf -3.60391 -2.98906 Td [ (X) -0.49992 ] TJ /R49 6.97380 Tf 4.99414 -21.44690 Td [ (k) -0.30107 ] TJ /R59 9.96260 Tf 11.05660 11.98280 Td [ (d) -0.89936 ] TJ /R49 6.97380 Tf 6.36523 -1.49492 Td [ (k) -0.30107 ] TJ /R57 9.96260 Tf 7.11602 1.49492 Td <03> Tj /R59 9.96260 Tf 7.19492 0 Td [ (x) -0.89936 ] TJ /R49 6.97380 Tf 6.04688 4.11289 Td [ (n) -0.20130 ] TJ 6.57578 TL T* [ (k) -0.30107 ] TJ /R57 9.96260 Tf 5.42305 2.46289 Td (k) Tj /R61 6.97380 Tf 4.98125 4.11289 Td [ (2) -0.50062 ] TJ T* [ (2) -0.50062 ] TJ /R43 9.96260 Tf 6.68281 2.46289 Td [ (\053) -0.79889 ] TJ /R63 9.96260 Tf 9.96289 0 Td [ <15> -0.29897 ] TJ /R49 6.97380 Tf 11.07620 12.45310 Td [ (K) -0.89971 ] TJ /R55 9.96260 Tf -3.60391 -2.98906 Td [ (X) -0.49992 ] TJ /R49 6.97380 Tf 4.99297 -21.44690 Td [ (k) -0.29757 ] TJ /R57 9.96260 Tf 11.05780 11.98280 Td (k) Tj /R59 9.96260 Tf 4.98125 0 Td [ (x) -0.90181 ] TJ /R49 6.97380 Tf 6.04688 4.11289 Td [ (n) -0.19955 ] TJ T* [ (k) -0.29757 ] TJ /R57 9.96260 Tf 5.42305 2.46289 Td (k) Tj /R61 6.97380 Tf 4.98086 -1.49492 Td [ (1) -0.50062 ] TJ /R37 9.96260 Tf -168.49000 -24.07700 Td (s\056t\056) Tj /R57 9.96260 Tf 16.60780 0 Td (k) Tj /R59 9.96260 Tf 4.98125 0 Td [ (d) -0.89936 ] TJ /R49 6.97380 Tf 6.36484 -1.49492 Td [ (k) -0.30107 ] TJ /R57 9.96260 Tf 4.90195 1.49492 Td (k) Tj /R61 6.97380 Tf 4.98086 4.11289 Td [ (2) -0.50062 ] TJ T* [ (2) -0.50062 ] TJ /R57 9.96260 Tf 7.23711 2.46289 Td [ <14> -0.80011 ] TJ /R43 9.96260 Tf 10.51600 0 Td (1) Tj /R57 9.96260 Tf 9.96211 0 Td [ (8) -0.59916 ] TJ /R63 9.96260 Tf 5.53477 0 Td [ (k) -0.59916 ] TJ /R43 9.96260 Tf 8.26836 0 Td [ (\075) -278.78400 (1) ] TJ /R63 9.96260 Tf 15.49690 0 Td [ (\073) -167.78800 (\072) -0.80011 (\072) -0.79889 (\072) -0.80011 (\073) -166.79800 (K) -0.29897 ] TJ /R37 9.96260 Tf 86.09800 17.65980 Td (\0501\051) Tj 34.11600 472.89400 Td [ (where) -329.98900 (\052) -329 (denotes) -330.00400 (2D) -330.01600 (circular) -329.98400 (con) 39.99820 (v) 20.00160 (olution\054) ] TJ /R59 9.96260 Tf 171.75800 0 Td [ (y) -0.89691 ] TJ /R49 6.97380 Tf 6.04609 -1.49492 Td [ (n) -0.20305 ] TJ /R37 9.96260 Tf 8.70781 1.49492 Td [ (is) -330.00900 (the) -330.01400 (i) 0.98513 (mage) ] TJ -186.51200 -11.62110 Td [ (to) -233.98800 (be) -234 (reconstructed\054) ] TJ /R59 9.96260 Tf 80.33480 0 Td [ (x) -0.90181 ] TJ /R49 6.97380 Tf 6.04727 3.61641 Td [ (n) -0.19955 ] TJ 6.43711 TL T* [ (k) -0.29757 ] TJ /R37 9.96260 Tf 7.75195 2.82070 Td [ (is) -233.98500 (the) ] TJ /R63 9.96260 Tf 23.47810 0 Td [ (k) -0.59794 ] TJ /R37 6.97380 Tf 5.50000 3.61641 Td (th) Tj /R37 9.96260 Tf 8.25273 -3.61641 Td [ (sparse) -233.99500 (code) -234 (for) -232.98100 (the) ] TJ /R63 9.96260 Tf 76.81410 0 Td [ (n) -0.20095 ] TJ /R37 6.97380 Tf 5.98008 3.61641 Td (th) Tj /R37 9.96260 Tf 8.25273 -3.61641 Td (im\055) Tj -222.41200 -11.61990 Td (age) Tj /R59 9.96260 Tf 16.98400 0 Td [ (y) -0.90181 ] TJ /R49 6.97380 Tf 6.04609 -1.49492 Td [ (n) -0.19955 ] TJ /R37 9.96260 Tf 5.42266 1.49492 Td [ (\054) -333 (and) ] TJ /R59 9.96260 Tf 23.35430 0 Td [ (d) -0.90181 ] TJ /R49 6.97380 Tf 6.36484 -1.49492 Td [ (k) -0.29757 ] TJ /R37 9.96260 Tf 8.05703 1.49492 Td [ (is) -316.99400 (the) ] TJ /R63 9.96260 Tf 25.13010 0 Td [ (k) -0.60039 ] TJ /R37 6.97380 Tf 5.50078 3.61523 Td (th) Tj /R37 9.96260 Tf 9.07930 -3.61523 Td [ <026c746572> -316.98600 (to) -316.01600 (be) -317.00600 (learned\056) -509.98800 (The) -317.00100 (penalty) ] TJ -105.93900 -11.62070 Td (parameter) Tj /R63 9.96260 Tf 43.40390 0 Td [ <15> -479.29300 (\076) -0.79889 ] TJ /R43 9.96260 Tf 23.10900 0 Td (0) Tj /R37 9.96260 Tf 8.55586 0 Td [ (controls) -359.00900 (the) -358.98900 (trade) -358.01900 (of) 25.01540 (f) -359.00400 (between) -358.99400 (good) -359.01900 (re\055) ] TJ -75.06870 -11.62030 Td [ (construction) -380.01300 (and) -380.99000 (code) -380.01300 (sparsity) 64.99900 (\056) -701.01500 (Problem) -381 (\050) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 483.37700 523.57700 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 488.35900 523.57700 Tm [ (\051) -380.02000 (is) -380 (similar) -381 (in) ] TJ -179.49600 -11.61990 Td [ (essence) -257.01600 (and) -255.99200 (form) -257.00600 (to) -255.98400 (the) -257.00900 (standard) -257.00100 (dictionary) -256.00600 (learning) -256.99600 (objec\055) ] TJ 11.62110 TL T* [ (ti) 24.99090 (v) 14.98280 (e) -273.99800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 329.45500 500.33600 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 334.43600 500.33600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 339.65700 500.33600 Tm (20) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 349.61900 500.33600 Tm [ (\135\056) -382.99500 (Ho) 24.98360 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -281.00900 (the) -273.98400 (main) -274.01300 (dif) 24.98600 (ference) -274.01300 (lies) -274.01800 (in) -275.00300 (modeling) ] TJ -40.75700 -11.61990 Td [ (ho) 24.98600 (w) -360.01600 (an) -360.01800 (image) -358.98400 (is) -360.00600 (reconstructed\056) -639.99100 (Whi) 0.99493 (le) -360.01300 (CSC) -360.01800 (assumes) -359.99400 (that) ] TJ 11.62070 TL T* [ (an) -277.99300 (image) -276.99800 (is) -278.02000 (a) -277.99800 (sum) -276.99100 (of) -277.99000 (con) 39.99820 (v) 20.00160 (olution) -277.01300 (responses) -278.01200 (between) -277.98800 <026c74657273> ] TJ /R59 9.96260 Tf T* [ (d) -0.90181 ] TJ /R49 6.97380 Tf 6.36484 -1.49492 Td [ (k) -0.29757 ] TJ /R37 9.96260 Tf 7.41602 1.49492 Td [ (and) -251.99200 (sparse) -253.01200 (maps) ] TJ /R59 9.96260 Tf 67.85630 0 Td [ (x) -0.90181 ] TJ /R49 6.97380 Tf 6.04688 3.61523 Td [ (n) -0.19955 ] TJ 6.43711 TL T* [ (k) -0.29757 ] TJ /R37 9.96260 Tf 5.42305 2.82187 Td [ (\054) -253.01400 (dictionary) -252.00700 (learning) -252.99700 (reconstructs) -252.01700 (an) ] TJ -93.10700 -11.62110 Td [ (image) -235.98500 (as) -235.99700 (a) -236.00500 (sparse) -235.01500 (number) -236.01900 (of) -236 (linear) -235.99000 (\050unstructured\051) -236.01500 (combina\055) ] TJ 11.61990 TL T* [ (tions) -250.00700 (of) -249.99500 (general) -249.99700 (dictionary) -250.00700 (elements) -250.01200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 457.44500 442.23400 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 467.40700 442.23400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 472.38800 442.23400 Tm (20) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 482.35100 442.23400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 487.33200 442.23400 Tm (21) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 497.29500 442.23400 Tm (\135\056) Tj -176.47700 -12.12070 Td [ (Problem) -388.01600 (\050) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 361.76400 430.11300 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 366.74500 430.11300 Tm [ (\051) -388.01600 (is) -386.98200 (bicon) 40.01050 (v) 14.98280 (e) 15.01220 (x) -388.00900 (and) -388.00900 (non\055smooth\056) -723.00200 (Thus\054) -423.00300 <026e642d> ] TJ -57.88280 -11.62030 Td [ (ing) -364 (ef) 25.00810 <026369656e74> -363.99300 (solv) 15 (ers) -364.02000 (remains) -363.99800 (a) -363.98300 (challenge\056) -651.99400 (Ho) 24.98600 (we) 25.01540 (v) 14.98280 (er) 39.98350 (\054) -392.98800 (there) ] TJ 11.62070 TL T* [ (ha) 19.99670 (v) 14.98280 (e) -355.00400 (been) -354.99700 (se) 25.01790 (v) 14.98280 (eral) -353.98500 (w) 10 (orks) -354.98700 (in) -354.99000 (the) -354.99000 (lite) 1 (rature) -355.00400 (that) -354.98500 (address) -354.99000 (this) ] TJ T* [ (challenge\056) -360.98400 (F) 14.99260 (or) -267.99200 (insta) 1.00228 (nce\054) -271.99400 (the) -267.00400 (w) 10.00320 (ork) -267.00900 (of) -267.01400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 459.46700 395.25200 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 464.44800 395.25200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 469.59900 395.25200 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 479.56100 395.25200 Tm [ (\135) -268 (uses) -267 (P) 14.99260 (arse) 25.01050 (v) 24.98110 (al\047) 55.01040 (s) ] TJ -170.69900 -11.62070 Td [ (theorem) -282.01400 (to) -282.01900 (transform) -282.99000 (the) -281.98500 (objecti) 25 (v) 14.98280 (e) -281.99700 (completely) -281.99700 (into) -282.00700 (the) -283.00200 (fre\055) ] TJ 11.62030 TL T* [ (quenc) 14.98520 (y) -245.99300 (domain\056) -309.01500 (By) -246.02000 (introducing) -245.99300 (auxiliary) -246.01300 (v) 24.98110 (ariables) -245.98800 (to) -245.98800 (sepa\055) ] TJ T* [ (rate) -196.01100 (the) -196 (coding) -195.98400 (from) -195.99700 (the) -196 (dictionary) -196.01600 (learning) -195.98700 (subproblem\054) -207.01900 (the) ] TJ 11.62110 TL T* [ (joint) -262.98300 (optimization) -262.99500 (is) -261.98300 (solv) 15 (ed) -263.01500 (using) -262.98600 (the) -263.00500 (Alternating) -263.02000 (Direction) ] TJ 11.61990 TL T* [ (Method) -242.00900 (of) -241.01600 (Multipliers) -241.98200 (\050ADMM\051\056) -242.01400 (Hei) 0.98513 (de) ] TJ /R41 9.96260 Tf 160.62800 0 Td [ (et) -241.99400 (al) ] TJ /R37 9.96260 Tf 17.36090 0 Td [ (\056) -241.99400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 495.07000 337.15000 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 500.05200 337.15000 Tm [ (\135) -240.98400 (solv) 15.00240 (es) -241.99900 (the) ] TJ -191.18900 -11.62110 Td [ (CSC) -194.00400 (problem) -194.01900 (by) -193.99700 (using) -194.01700 (a) -194.01200 (classical) -193.99200 <0278> 14.99750 (ed) -194.00700 (point) -194.01700 (method\054) -206.01000 (where) ] TJ 11.61990 TL T* [ (one) -269.98900 (alternates) -271.00100 (between) -269.98700 (optimizing) -270.99400 (for) -269.99400 (the) -271.00400 (sparse) -269.98900 (codes) -271.00400 (and) ] TJ T* [ (the) -429.01900 (dictionaries) -428.99200 (independently) 65.01370 (\056) -846.99100 (F) 14.99260 (or) -428.98700 (each) -428.99700 (subproblem) -428.98200 (\050s\055) ] TJ 11.62110 TL T* [ (parse) -325.98500 (coding\057dictionary) -326.00400 (learning\051\054) -344.98700 (ADMM) -325.99500 (can) -325.99000 (be) -327.00400 (used) -326.01400 (on) ] TJ 11.61990 TL T* [ (the) -227.01400 (underlying) -226.98400 (con) 39.99820 (v) 14.98280 (e) 15.01220 (x) -227.01600 (optimization\056) -302.00400 (Bibi) ] TJ /R41 9.96260 Tf 165.49900 0 Td [ (et) -227.01600 (al) ] TJ /R37 9.96260 Tf 17.21410 0 Td [ (\056) -227.01600 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 499.64500 279.04800 Tm (3) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 504.62600 279.04800 Tm [ (\135) -226.98700 (also) -227.00600 (pro\055) ] TJ -195.76400 -11.62110 Td [ (posed) -249.98000 (a) -250.00200 (w) 10 (ay) -249.99700 (to) -249.98500 (solv) 15 (e) -250.00200 (one) -249.99300 (of) -249.99700 (the) -249.98800 (subproblems) -249.98800 (ef) 25.00560 <026369656e746c79> 65.00880 (\056) ] TJ 11.95510 -12.12070 Td [ (Ho) 24.98360 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -311.98500 (due) -299.98400 (to) -298.99700 (the) -299.98200 (nature) -299.98400 (of) -299.00900 (the) -299.97900 (problem) -298.98400 (and) -299.98400 (its) -300.00900 (dif) 24.98600 <022d> ] TJ -11.95510 -11.62030 Td [ (culty) 64.98920 (\054) -374.01400 (learning) -348.00300 (multi\055dimensional) -348.99100 (dictionaries) -349.00500 (\050) ] TJ /R41 9.96260 Tf 191.43000 0 Td [ (e) 15.01220 (\056g) ] TJ /R37 9.96260 Tf 11.74570 0 Td [ (\056) -348.99600 (collec\055) ] TJ -203.17600 -11.61990 Td [ (tions) -313.01600 (of) -313.00400 (colored) -312.99700 (images\054) -329.01900 (colored) -312.99700 (videos\054) -329.01900 (h) 4.98446 (yperspectral) -312.99700 (im\055) ] TJ 11.62110 TL T* [ (ages\054) -354.99500 (or) -333.98100 (in) -334.01000 (general) -333.00300 (videos) -333.99800 (represented) -334.01800 (by) -334.01300 (features) -333.98300 (of) -333.98300 (mul\055) ] TJ 11.61990 TL T* [ (tiple) -361.01600 (sources\051) -360.01100 (and) -360.99400 (their) -360.00600 (sparse) -360.99400 (codes) -360.98900 (to) -360.00900 (reconstruct) -360.98400 (multi\055) ] TJ 11.62070 TL T* [ (dimensional) -362.98600 (data) -362.99600 (is) -364.00500 (fundamental) -363.00800 (b) 20.00160 (ut) -362.98800 (remains) -363.01800 (a) -363.98300 (challenge\056) ] TJ T* [ (Joint) -325.01400 (treatment) -324.98300 (of) -323.98300 (features) -325.00500 (acquired) -325 (from) -324.99500 (multiple) -325 (sources) ] TJ (\050) ' /R41 9.96260 Tf 3.31680 0 Td [ (e) 15.01220 (\056g) ] TJ /R37 9.96260 Tf 11.74610 0 Td [ (\056) -229.99800 (spectral) -229.99100 (images\054) -234.01500 (HOG) -229.01100 (features\054) -234 (and) -229.99600 (colors\051) -229.98600 (often) -229.99100 (leads) ] TJ -15.06290 -11.62030 Td [ (to) -249.98500 (better) -249.01000 (performance) -249.99700 (when) -249.98800 (compared) -249.98800 (to) -249.00700 (treating) -250.01700 (them) -250.01700 (sep\055) ] TJ 11.61990 TL T* [ (arately) -273.99100 (due) -273.98900 (to) -273.98100 (the) -273.98600 (high) -274.01100 (order) -275.01300 (correlations) -274.00800 (between) -273.98900 (features\056) ] TJ 11.62110 TL T* [ (This) -290.00800 (is) -290.01800 (e) 25.01050 (vident) -290.00600 (for) -289.01300 (instance) -290.01000 (in) -290.02000 (some) -290.01000 (pre) 25.01050 (vious) -290 (w) 10.00320 (ork) -289.98600 (on) -289.98100 (f) 9.99343 (ace) ] TJ 11.61990 TL T* [ (recognition) -208.00900 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 359.63200 127.48200 Tm (24) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 369.59400 127.48200 Tm [ (\135\054) -216.00300 (and) -208 (rob) 20.00400 (ust) -207.98500 (PCA) -208.01400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 445.55900 127.48200 Tm (19) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 455.52100 127.48200 Tm [ (\135) -206.99000 (to) -207.99500 (name) -207.99500 (a) -208.00900 (fe) 25.00560 (w) 65.01370 (\056) -295.98500 (In) -208.00500 (this) ] TJ -146.65900 -11.62110 Td [ (paper) 39.99090 (\054) -392.99100 (we) -365 (propose) -365.01800 (a) -363.98300 (generic) -364.99800 (ne) 25.01540 (w) -364.99300 (formulation) -364.01300 (to) -364.98800 (the) -364.98800 (CSC) ] TJ 11.61990 TL T* [ (problem) -323.99700 (in) -324.01200 (the) -324.01700 (tensor) -324.01000 (domain\056) -531.99500 (The) -323.98000 (proposed) -324 (model) -324 (relies) ] TJ 11.62110 TL T* [ (on) -265.00500 (a) -265.02000 (relati) 24.98600 (v) 14.98280 (ely) -265.00700 (recent) -264 (tensor) -265 (f) 9.99343 (actorization) -264.99000 (strate) 14.98770 (gy) -265.00500 (\050called) -265.01000 (t\055) ] TJ 11.61990 TL T* [ (SVD\051) -189.99000 (tailored) -191.00700 (to) -189.99500 (third\055order) -189.99300 (tensors) -191.00700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 454.47500 81 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 464.43800 81 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 468.82100 81 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R37 9.96260 Tf 1 0 0 1 478.78400 81 Tm [ (\135\056) -289.99100 (W) 79.98660 (e) -190.01200 (e) 15.01220 (xtend) -191.00700 (this) ] 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 31 72 14 re f* 0.50000 0.50000 0.50000 rg BT /F2 9 Tf 10.80000 TL ET BT 1 0 0 1 297 34 Tm (1772) 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