%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 12 0 R ] /Type /Pages /Count 10 >> endobj 2 0 obj << /Title (Local Binary Convolutional Neural Networks) /Producer (PyPDF2) /Author (Felix Juefei\055Xu\054 Vishnu Naresh Boddeti\054 Marios Savvides) /Subject (2017 IEEE Conference on Computer Vision and Pattern Recognition) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 14 0 R /Resources << /XObject << /x8 15 0 R /x6 18 0 R /x12 21 0 R /x10 24 0 R >> /ExtGState << /s9 27 0 R /s11 30 0 R /a0 << /CA 1 /ca 1 >> /R20 33 0 R /s5 34 0 R /s7 37 0 R >> /Font << /R29 40 0 R /F2 43 0 R /F1 44 0 R /R21 45 0 R /R23 49 0 R /R25 53 0 R /R33 56 0 R /R27 61 0 R /R31 65 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 69 0 R 70 0 R 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R 76 0 R 77 0 R 78 0 R 79 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 80 0 R /Resources << /XObject << /R73 81 0 R /R71 85 0 R /R75 87 0 R /R65 89 0 R /R69 91 0 R /R63 92 0 R /R83 93 0 R /R87 94 0 R /R85 96 0 R >> /ExtGState << /R20 33 0 R >> /Font << /F2 98 0 R /R59 99 0 R /R101 103 0 R /R81 106 0 R /R95 109 0 R /R29 40 0 R /R99 113 0 R /R31 65 0 R /F1 118 0 R /R21 45 0 R /R91 119 0 R /R23 49 0 R /R93 122 0 R /R33 56 0 R /R27 61 0 R /R97 126 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R78 131 0 R /R79 132 0 R /R72 82 0 R /R70 86 0 R /R76 133 0 R /R77 134 0 R /R74 88 0 R /R89 135 0 R /R88 136 0 R /R90 137 0 R /R80 138 0 R /R86 95 0 R /R84 97 0 R /R64 90 0 R /R67 139 0 R /R66 140 0 R /R62 83 0 R /R68 141 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 142 0 R 143 0 R 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 ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 161 0 R /Resources << /XObject << /R181 162 0 R /R180 163 0 R /R183 164 0 R /R185 166 0 R /R184 167 0 R /R159 168 0 R /R186 169 0 R /R126 170 0 R /R125 171 0 R /R124 172 0 R /R123 173 0 R /R121 175 0 R /R115 177 0 R /R152 179 0 R /R128 180 0 R /R145 182 0 R /R161 184 0 R /R160 185 0 R /R166 186 0 R /R165 187 0 R /R142 188 0 R /R168 190 0 R /R149 192 0 R /R148 193 0 R /R163 195 0 R /R190 197 0 R /R191 199 0 R /R194 200 0 R /R195 201 0 R /R131 202 0 R /R132 203 0 R /R146 204 0 R /R134 205 0 R /R136 206 0 R /R138 208 0 R /R139 209 0 R /R193 210 0 R /R140 212 0 R /R156 213 0 R /R157 214 0 R /R154 215 0 R /R119 216 0 R /R178 218 0 R /R153 220 0 R /R150 221 0 R /R151 222 0 R /R174 223 0 R /R176 224 0 R /R170 226 0 R /R117 228 0 R /R158 230 0 R /R173 231 0 R /R133 232 0 R /R143 233 0 R /R155 234 0 R >> /ExtGState << /R20 33 0 R >> /Font << /R200 235 0 R /R196 238 0 R /R59 99 0 R /R101 103 0 R /R198 241 0 R /R95 109 0 R /F2 245 0 R /F1 246 0 R /R21 45 0 R /R23 49 0 R /R31 65 0 R /R33 56 0 R /R129 247 0 R /R97 126 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R192 211 0 R /R182 165 0 R /R187 250 0 R /R162 196 0 R /R189 198 0 R /R188 251 0 R /R120 176 0 R /R147 194 0 R /R127 181 0 R /R114 178 0 R /R135 207 0 R /R137 252 0 R /R141 189 0 R /R144 183 0 R /R118 217 0 R /R167 191 0 R /R179 253 0 R /R164 254 0 R /R175 225 0 R /R169 227 0 R /R177 219 0 R /R116 229 0 R /R171 255 0 R /R172 256 0 R /R62 83 0 R /R122 174 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 257 0 R 258 0 R 259 0 R ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 260 0 R /Resources << /XObject << /R360 261 0 R /R362 263 0 R /R364 265 0 R /R366 267 0 R /R368 269 0 R /R273 271 0 R /R328 272 0 R /R248 274 0 R /R246 276 0 R /R244 277 0 R /R245 278 0 R /R242 279 0 R /R243 280 0 R /R240 281 0 R /R241 282 0 R /R288 283 0 R /R283 284 0 R /R280 286 0 R /R281 287 0 R /R284 288 0 R /R285 289 0 R /R358 290 0 R /R275 292 0 R /R342 293 0 R /R370 295 0 R /R344 297 0 R /R376 299 0 R /R374 301 0 R /R238 303 0 R /R237 304 0 R /R236 305 0 R /R378 307 0 R /R234 309 0 R /R233 310 0 R /R231 311 0 R /R230 312 0 R /R279 314 0 R /R278 315 0 R /R338 316 0 R /R336 318 0 R /R272 320 0 R /R334 322 0 R /R270 324 0 R /R332 325 0 R /R276 327 0 R /R330 328 0 R /R274 330 0 R /R291 331 0 R /R293 333 0 R /R264 335 0 R /R265 337 0 R /R266 338 0 R /R267 339 0 R /R261 340 0 R /R262 342 0 R /R348 343 0 R /R220 345 0 R /R346 347 0 R /R222 349 0 R /R223 351 0 R /R268 352 0 R /R269 353 0 R /R226 354 0 R /R340 356 0 R /R309 358 0 R /R212 359 0 R /R303 361 0 R /R301 363 0 R /R306 365 0 R /R214 366 0 R /R383 368 0 R /R382 370 0 R /R326 372 0 R /R387 374 0 R /R239 376 0 R /R385 377 0 R /R321 379 0 R /R389 380 0 R /R216 382 0 R /R320 384 0 R /R322 385 0 R /R314 386 0 R /R315 387 0 R /R316 388 0 R /R317 389 0 R /R310 390 0 R /R311 391 0 R /R313 392 0 R /R218 394 0 R /R352 396 0 R /R354 398 0 R /R356 400 0 R /R380 402 0 R /R259 403 0 R /R258 405 0 R /R254 406 0 R /R256 408 0 R /R250 410 0 R /R252 412 0 R /R299 414 0 R /R227 416 0 R /R399 417 0 R /R394 419 0 R /R396 420 0 R /R295 422 0 R /R391 424 0 R /R393 426 0 R /R277 428 0 R /R228 429 0 R /R224 430 0 R >> /ExtGState << /R20 33 0 R >> /Font << /R200 235 0 R /R59 99 0 R /R101 103 0 R /R198 241 0 R /R318 431 0 R /R95 109 0 R /F2 434 0 R /R99 113 0 R /F1 435 0 R /R27 61 0 R /R21 45 0 R /R23 49 0 R /R93 122 0 R /R33 56 0 R /R323 436 0 R /R31 65 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R361 264 0 R /R363 266 0 R /R365 268 0 R /R367 270 0 R /R369 296 0 R /R329 329 0 R /R249 411 0 R /R325 373 0 R /R247 275 0 R /R327 273 0 R /R289 439 0 R /R282 285 0 R /R286 440 0 R /R287 441 0 R /R372 442 0 R /R373 302 0 R /R371 443 0 R /R377 308 0 R /R375 300 0 R /R235 306 0 R /R379 369 0 R /R232 444 0 R /R339 357 0 R /R337 317 0 R /R271 321 0 R /R335 319 0 R /R333 323 0 R /R331 326 0 R /R290 332 0 R /R229 313 0 R /R292 334 0 R /R260 341 0 R /R349 445 0 R /R263 336 0 R /R347 344 0 R /R221 350 0 R /R345 348 0 R /R343 298 0 R /R225 355 0 R /R341 294 0 R /R308 446 0 R /R392 427 0 R /R302 362 0 R /R300 364 0 R /R307 447 0 R /R305 448 0 R /R304 449 0 R /R381 371 0 R /R386 375 0 R /R384 378 0 R /R388 381 0 R /R219 346 0 R /R312 393 0 R /R211 360 0 R /R359 262 0 R /R213 367 0 R /R215 383 0 R /R217 395 0 R /R350 450 0 R /R351 397 0 R /R353 399 0 R /R355 401 0 R /R357 291 0 R /R400 451 0 R /R255 409 0 R /R257 404 0 R /R251 413 0 R /R253 407 0 R /R298 415 0 R /R398 418 0 R /R395 421 0 R /R397 452 0 R /R390 425 0 R /R294 423 0 R /R297 453 0 R /R296 454 0 R /R62 83 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 455 0 R 456 0 R 457 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 458 0 R /Resources << /ExtGState << /R20 33 0 R >> /Font << /R200 235 0 R /R418 459 0 R /R59 99 0 R /R101 103 0 R /R198 241 0 R /R416 462 0 R /R420 465 0 R /R95 109 0 R /F2 470 0 R /R99 113 0 R /F1 471 0 R /R21 45 0 R /R23 49 0 R /R31 65 0 R /R33 56 0 R /R27 61 0 R /R97 126 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 472 0 R 473 0 R 474 0 R 475 0 R 476 0 R 477 0 R 478 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 479 0 R /Resources << /ColorSpace << /R62 83 0 R >> /ExtGState << /R20 33 0 R /R444 480 0 R >> /Font << /R442 481 0 R /R59 99 0 R /R33 56 0 R /F2 484 0 R /F1 485 0 R /R21 45 0 R /R91 119 0 R /R23 49 0 R /R31 65 0 R /R445 486 0 R /R447 489 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 492 0 R 493 0 R 494 0 R 495 0 R 496 0 R 497 0 R 498 0 R 499 0 R 500 0 R 501 0 R 502 0 R 503 0 R 504 0 R 505 0 R 506 0 R ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 507 0 R /Resources << /ColorSpace << /R62 83 0 R >> /ExtGState << /R20 33 0 R /R444 480 0 R >> /Font << /R59 99 0 R /R471 508 0 R /R99 113 0 R /R473 512 0 R /F1 515 0 R /R475 516 0 R /R477 519 0 R /R479 522 0 R /R91 119 0 R /R93 122 0 R /R95 109 0 R /F2 527 0 R /R101 103 0 R /R21 45 0 R /R23 49 0 R /R33 56 0 R /R27 61 0 R /R31 65 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 528 0 R 529 0 R 530 0 R 531 0 R 532 0 R 533 0 R 534 0 R 535 0 R 536 0 R 537 0 R 538 0 R 539 0 R 540 0 R 541 0 R 542 0 R 543 0 R 544 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 545 0 R /Resources << /ColorSpace << /R62 83 0 R >> /ExtGState << /R20 33 0 R /R444 480 0 R >> /Font << /R509 546 0 R /R59 99 0 R /R101 103 0 R /R507 549 0 R /R513 552 0 R /R95 109 0 R /R511 555 0 R /F2 558 0 R /R198 241 0 R /F1 559 0 R /R21 45 0 R /R23 49 0 R /R33 56 0 R /R27 61 0 R /R31 65 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 560 0 R 561 0 R 562 0 R 563 0 R 564 0 R 565 0 R 566 0 R 567 0 R 568 0 R 569 0 R 570 0 R 571 0 R 572 0 R 573 0 R 574 0 R 575 0 R 576 0 R 577 0 R 578 0 R 579 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 580 0 R /Resources << /ExtGState << /R20 33 0 R >> /Font << /F2 581 0 R /F1 582 0 R /R569 583 0 R /R21 45 0 R /R23 49 0 R /R27 61 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 586 0 R 587 0 R 588 0 R 589 0 R 590 0 R 591 0 R 592 0 R 593 0 R 594 0 R 595 0 R 596 0 R 597 0 R 598 0 R 599 0 R 600 0 R 601 0 R 602 0 R 603 0 R 604 0 R 605 0 R 606 0 R 607 0 R 608 0 R 609 0 R 610 0 R 611 0 R 612 0 R 613 0 R 614 0 R 615 0 R 616 0 R 617 0 R 618 0 R 619 0 R 620 0 R 621 0 R 622 0 R 623 0 R 624 0 R 625 0 R 626 0 R 627 0 R 628 0 R 629 0 R 630 0 R 631 0 R 632 0 R 633 0 R 634 0 R ] >> endobj 12 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 635 0 R /Resources << /ExtGState << /R20 33 0 R >> /Font << /F2 636 0 R /R23 49 0 R /F1 637 0 R /R27 61 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 638 0 R 639 0 R 640 0 R 641 0 R 642 0 R ] >> endobj 13 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 14 0 obj << /Length 21731 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R20 gs 0 g q 10 0 0 10 0 0 cm BT /R21 14.34620 Tf 1 0 0 1 158.56300 675.06700 Tm [ (Local) -250.01000 (Binary) -249.98800 (Con) 40.00710 (v) 9.99625 (olutional) -249.99600 (Neural) -250.00800 (Netw) 9.99285 (orks) ] TJ /R23 11.95520 Tf -54.87770 -37.85820 Td [ (Felix) -250.00500 (Juefei\055Xu) ] TJ -29.39220 -13.94690 Td [ (Carne) 15.01370 (gie) -250 (Mellon) -249.99700 (Uni) 24.99460 (v) 14.98620 (ersity) ] TJ /R25 8.96640 Tf 29.08710 -13.94800 Td (felixu\100cmu\056edu) Tj /R23 11.95520 Tf 138.47400 27.89490 Td [ (V) 59.99160 (ishnu) -250 (Naresh) -250.01400 (Boddeti) ] TJ -7.06602 -13.94690 Td [ (Michig) 4.99096 (an) -250.00800 (State) -250.00200 (Uni) 24.99570 (v) 14.98510 (ersity) ] TJ /R25 8.96640 Tf 25.16520 -13.94800 Td (vishnu\100msu\056edu) Tj /R23 11.95520 Tf 154.33900 27.89490 Td [ (Marios) -249.99300 (Sa) 20.00470 (vvides) ] TJ -26.85120 -13.94690 Td [ (Carne) 15.01370 (gie) -249.99700 (Mellon) -249.99700 (Uni) 24.99570 (v) 14.98510 (ersity) ] TJ /R25 8.96640 Tf 18.32580 -13.94800 Td (msavvid\100ri\056cmu\056edu) Tj /R21 11.95520 Tf -259.77200 -41.04610 Td (Abstract) Tj /R27 9.96260 Tf 0.98800 0 0 1 62.06720 543.94000 Tm [ (W) 92.98720 (e) -252.99400 (pr) 46.00340 (opose) ] TJ /R29 9.96260 Tf 1 0 0 1 109.96000 543.94000 Tm [ (local) -250.01700 (binary) -248.98400 (con) 40.00800 (v) 15.01220 (olution) -250.01500 (\050LBC\051) ] TJ /R27 9.96260 Tf 0.98800 0 0 1 238.09800 543.94000 Tm [ (\054) -253.01200 (an) -251.99500 (ef) 17.98240 <026369656e74> ] TJ 0.98000 0 0 1 50.11210 531.98500 Tm [ (alternative) -239.98700 (to) -238.99700 (con) 39.99310 (volutional) -239.00200 (layer) 10.00360 (s) -239.98700 (in) -239.99700 (standar) 38.01640 (d) -239.01300 (con) 39.99180 (volutional) ] TJ 1.02000 0 0 1 50.11210 520.03000 Tm [ (neur) 15.00250 (al) -263.00300 (networks) -263.01700 (\050CNN\051\056) -264.01400 (The) -262.99000 (design) -262.99200 (principles) -262.99400 (of) -263.00200 (LBC) -262.99700 (ar) 36.00900 (e) ] TJ 11.95590 TL T* [ (motivated) -299.00600 (by) -298.00800 (local) -299 (binary) -298.01100 (patterns) -298.98900 (\050LBP\051\056) -299.00300 (The) -298.00900 (LBC) -299.01500 (layer) ] TJ 0.98000 0 0 1 50.11210 496.11900 Tm [ (comprises) -230 (of) -229.99500 (a) -230.01000 (set) -229.99200 (of) -229.99500 <02786564> -231.01400 (spar) 10.98760 (se) -230.00700 (pr) 37.00110 <652d6465026e6564> -229.98900 (binary) -229.98400 (con) 40.99210 (volu\055) ] TJ 11.95510 TL T* [ (tional) -229.99800 <026c746572> 11.00190 (s) -229.98400 (that) -230.01600 (ar) 38.00140 (e) -229.99700 (not) -229.99100 (updated) -229.00500 (during) -229.99600 (the) -230.01900 (tr) 16.00870 (aining) -230.00900 (pr) 46.00320 (ocess\054) ] TJ 1.02000 0 0 1 50.11210 472.20900 Tm [ (a) -256.00600 (non\055linear) -254.99200 (activation) -255.99800 (function) -255.01300 (and) -255.99300 (a) -256.00500 (set) -255.01600 (of) -256.00500 (learnable) -255.01600 (lin\055) ] TJ 0.99600 0 0 1 50.11210 460.25400 Tm [ (ear) -250.01000 (weights\056) -311.00400 (The) -250.00400 (linear) -248.99600 (weights) -250.00700 (combine) -249.98500 (the) -249.99500 (activated) -249.99300 <026c746572> ] TJ 1.02000 0 0 1 50.11210 448.29900 Tm [ (r) 36.00240 (esponses) -320.01600 (to) -319.01000 (appr) 44.01780 (oximate) -320 (the) -319.99500 (corr) 36.00660 (esponding) -320.01800 (activated) -318.99500 <026c2d> ] TJ 11.95630 TL T* [ (ter) -286.99800 (r) 36.00240 (esponses) -286.99700 (of) -286.99000 (a) -287.98900 (standar) 37.01080 (d) -287.98900 (con) 39.00610 (volutional) -286.98800 (layer) 108.99500 (\056) -430.01000 (The) -288.01400 (LBC) ] TJ 11.95510 TL T* [ (layer) -299.00900 (af) 17.99610 (for) 37.00780 (ds) -298.99900 <7369676e690263616e74> -298 (par) 13.98870 (ameter) -297.99700 (savings\054) -311.99600 (9x) -299.00600 (to) -297.98200 (169x) -298.99400 (in) ] TJ 0.98000 0 0 1 50.11210 412.43300 Tm [ (the) -252.98400 (number) -253.01100 (of) -253 (l) 1.01524 (earnable) -253.00800 (par) 15 (ameter) 9.99483 (s) -252.99000 (compar) 38.01640 (ed) -252.99900 (to) -253.00100 (a) -252.01600 (standar) 37.01610 (d) ] TJ 0.99000 0 0 1 50.11210 400.47800 Tm [ (con) 39.99570 (volutional) -253.00500 (layer) 112.99900 (\056) -315.00700 (Furthermor) 36.98260 (e) 10.00650 (\054) -252.98600 (the) -253.01700 (spar) 9.98546 (se) -253.01500 (and) -253.00500 (binary) -253.01000 (na\055) ] TJ 0.98000 0 0 1 50.11210 388.52300 Tm [ (tur) 38.01700 (e) -252.00300 (of) -252 (the) -250.98400 (weights) -252.01100 (also) -252.00800 (r) 37.99760 (esults) -251.99000 (in) -251 (up) -252.01300 (to) -252 (9x) -251.99900 (to) -251.00100 (169x) -251.99100 (savings) -251.99900 (in) ] TJ 1.00500 0 0 1 50.11210 376.56800 Tm [ (model) -248.98500 (size) -249 (compar) 36.98900 (ed) -249.01100 (to) -249.00600 (a) -248.99300 (standar) 37.01340 (d) -248.99300 (con) 38.98730 (voluti) 0.98267 (onal) -249.01500 (layer) 109.99300 (\056) -308.99400 (W) 90.99060 (e) ] TJ 11.95590 TL T* [ (demonstr) 15 (ate) -250 (both) -251.00400 (theor) 37.01220 (etically) -250.00500 (and) -250.99100 (e) 19.99470 (xperimentally) -249.99700 (that) -251.01400 (our) ] TJ 0.99200 0 0 1 50.11210 352.65700 Tm [ (local) -251.99600 (binary) -252.01900 (con) 39.98110 (volution) -252.00900 (layer) -252.01500 (is) -252.00400 (a) -252.00900 (good) -251.99600 (appr) 44.98480 (oximation) -252.01900 (of) -251.99100 (a) ] TJ 1.00500 0 0 1 50.11210 340.70200 Tm [ (standar) 37.01280 (d) -250.00600 (con) 40 (volutional) -249.00700 (layer) 109.99300 (\056) -310.00800 (Empirically) 54.98060 (\054) -250.00500 (CNNs) -248.99000 (with) -249.98000 (LBC) ] TJ 1.02000 0 0 1 50.11210 328.74700 Tm [ (layer) 10.01250 (s\054) -298.98300 (called) ] TJ /R29 9.96260 Tf 1 0 0 1 108.18100 328.74700 Tm [ (local) -292.99000 (binary) -293.99600 (con) 40.00800 (v) 15.01220 (olutional) -293.99500 (n) 0.99493 (eural) -294 (netw) 15.00730 (orks) ] TJ -58.73670 -11.95470 Td (\050LBCNN\051) Tj /R27 9.96260 Tf 1.00200 0 0 1 89.84300 316.79200 Tm [ (\054) -248.01900 (ac) 14.99320 (hie) 15.00790 (ves) -248.00900 (performance) -247.99600 (parity) -247.99200 (with) -247.98500 (r) 37.01780 (e) 40.01380 (gular) -248.00200 (CNNs) ] TJ 0.98000 0 0 1 50.11210 304.83700 Tm [ (on) -221.00500 (a) -222.00900 (r) 14.99290 (ang) 11.01260 (e) -221.99600 (of) -220.99300 (visual) -222.00900 (datasets) -221.01500 (\050MNIST) 74.98620 (\054) -220.99000 (SVHN\054) -222.01200 (CIF) 118.01300 (AR\05510\054) -228.98800 (and) ] TJ 0.98500 0 0 1 49.94300 292.88100 Tm [ (Ima) 10 (g) 9.98515 (eNet\051) -251.99000 (while) -252.98000 (enjoying) -252.01000 <7369676e690263616e74> -253.00500 (computational) -253.00300 (savings\056) ] TJ /R21 11.95520 Tf 1 0 0 1 50.11210 255.76400 Tm [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R23 9.96260 Tf 1.01500 0 0 1 62.06720 236.41700 Tm [ (Deep) -244.98200 (learning) -244.98600 (has) -244.98500 (been) -245.01600 (o) 14 (v) 15.00400 (erwhelmingly) -245.01900 (successful) -244.99700 (in) -244.99200 (a) ] TJ 0.98000 0 0 1 50.11210 224.46200 Tm [ (broad) -239.98700 (range) -240.01400 (of) -239.00900 (applications\054) -243.00200 (such) -240.00300 (as) -240.01000 (computer) -240.01600 (vision\054) -243.00400 (speech) ] TJ 1.02000 0 0 1 50.11210 212.50700 Tm [ (recognition) -329.99800 (\057) -329.01100 (natural) -330.01800 (language) -329.98000 (processing\054) -351.00100 (machine) -328.98900 (trans\055) ] TJ 11.95510 TL T* [ (lation\054) -372.01600 (bio\055medical) -346.98200 (data) -346.00600 (analysis\054) -371.99600 (and) -347.01300 (man) 15.01820 (y) -346.99400 (more\056) -609.00800 (Deep) ] TJ T* [ (con) 39.00550 (v) 19.99560 (olutional) -322.01500 (neural) -321.98200 (netw) 9.98968 (orks) -321.98800 (\050CNN\051\054) -321.99800 (in) -322.00800 (particular) 39.01450 (\054) -340.98300 (ha) 20.01060 (v) 14 (e) ] TJ 11.95590 TL T* [ (enjo) 9.98248 (yed) -388.98900 (huge) -387.98300 (success) -389.01600 (in) -389.01000 (tackling) -388.00800 (man) 15.01820 (y) -389.00900 (computer) -389.00900 (vision) ] TJ 1.00200 0 0 1 50.11210 164.68600 Tm [ (problems) -250.01900 (o) 15.01160 (v) 15.01160 (er) -251.00700 (the) -249.98600 (past) -249.98600 (fe) 24.98260 (w) -250.98900 (years\054) -249.99100 (thanks) -250.99300 (to) -250.00700 (the) -249.98800 (tremendous) ] TJ 1.00400 0 0 1 50.11210 152.73100 Tm [ (de) 25.00610 (v) 15.00180 (elopment) -249.99600 (of) -250.01600 (man) 14.99630 (y) -250.01200 (ef) 24.99630 (fecti) 25.00730 (v) 15.00120 (e) -250.01000 (architectures\054) -250.99300 (Ale) 15.01340 (xNet) -249.99500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1 0 0 1 271.81300 152.73100 Tm (21) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1.00400 0 0 1 281.77600 152.73100 Tm (\135\054) Tj 1.02000 0 0 1 49.75310 140.77600 Tm [ (V) 15.00550 (GG) -314.99200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1 0 0 1 78.19100 140.77600 Tm (30) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1.02000 0 0 1 88.15390 140.77600 Tm [ (\135\054) -331.99500 (Inception) -314.01300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1 0 0 1 142.40700 140.77600 Tm (33) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1.02000 0 0 1 152.37000 140.77600 Tm [ (\135) -313.98900 (and) -314.99100 (ResNet) -314.01200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1 0 0 1 213.30900 140.77600 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1.02000 0 0 1 223.27100 140.77600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1 0 0 1 229.00600 140.77600 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1.02000 0 0 1 238.96800 140.77600 Tm [ (\135) -313.99000 (to) -315.01100 (name) -314.01700 (a) ] TJ 0.98400 0 0 1 50.11210 128.82100 Tm [ (fe) 25.01310 (w) 66.00420 (\056) -317.01800 (Ho) 25.00570 (we) 24.99010 (v) 15.98230 (er) 39.99610 (\054) -255.01600 (training) -255.00900 (these) -254.99300 (netw) 10.00150 (orks) -254.99400 (end\055to\055end) -254.99100 (with) -255.01900 (fully) ] TJ 0.98000 0 0 1 50.11210 116.86600 Tm [ (learnable) -216.98500 (con) 40.99270 (v) 21.00860 (olutional) -217 (k) 10.00610 (ernels) -216.00700 (\050as) -217.00300 (is) -216.00500 (standard) -217 (practice\051) -215.98500 (is) -217.00600 (\0501\051) ] TJ 1.02000 0 0 1 50.11210 104.91000 Tm [ (computationally) -250.00800 (v) 13.99830 (ery) -250.00400 (e) 14.00670 (xpensi) 25.00300 (v) 14.99770 (e\054) -252.01700 (\0502\051) -250.98800 (results) -250 (in) -251.00800 (lar) 17.99490 (ge) -250.99400 (model) ] TJ 11.95510 TL T* [ (size\054) -334.01200 (both) -315.99900 (in) -316.01200 (terms) -315.98400 (of) -315.98200 (memory) -315.98800 (usage) -316.99200 (and) -315.99200 (disk) -315.98400 (space\054) -333.99100 (and) ] TJ 0.99400 0 0 1 49.78280 81 Tm [ (\0503\051) -251.99800 (prone) -251.00400 (to) -252.00900 (o) 15.01410 (v) 15.01410 (er) 19.99530 <2d027474696e672c> -252.01100 (under) -251.00400 (limited) -252.00500 (data\054) -251.98200 (due) -252.01200 (to) -250.98400 (the) -252.01200 (lar) 18.00950 (ge) ] TJ 1 0 0 1 308.86200 568.26800 Tm [ (number) -250.01700 (of) -249.99500 (parameters\056) ] TJ 0.98700 0 0 1 320.81700 555.52400 Tm [ (On) -253.01000 (the) -253.01000 (other) -254.01000 (hand\054) -253.01700 (there) -253.00200 (is) -253.00200 (a) -254.02000 (gro) 25.99050 (wing) -253.99000 (need) -253.01200 (for) -252.99700 (deplo) 10 (ying\054) ] TJ 1.02000 0 0 1 308.86200 543.56900 Tm [ (both) -249.99700 (for) -250.98700 (learning) -250.01600 (and) -250.98900 (inference\054) -251.02000 (these) -250.99600 (systems) -250.00200 (on) -251 (resource) ] TJ 1.00600 0 0 1 308.86200 531.61400 Tm [ (constrained) -249.98500 (platforms) -250.01200 (lik) 9.98011 (e\054) -249.98300 (autonomous) -250.00700 (cars\054) -250.00700 (robots\054) -250.00700 (smart\055) ] TJ 1.02000 0 0 1 308.86200 519.65900 Tm [ (phones\054) -391.00800 (smart) -361.99700 (cameras\054) -390.99300 (smart) -361.99700 (wearable) -362.00200 (de) 25.00540 (vices\054) ] TJ /R27 9.96260 Tf 200.70300 0 Td (etc\056) Tj /R23 9.96260 Tf 20.62770 0 Td [ (T) 77.98580 (o) ] TJ 1.01900 0 0 1 308.86200 507.70400 Tm [ (address) -244.00900 (these) -243.98700 (dra) 14.99680 (wbacks\054) -243.99900 (se) 24 (v) 14.98240 (eral) -244.01800 (binary) -244.00900 (v) 14.98240 (ersions) -244.01300 (of) -243.99900 (CNNs) ] TJ 1.02000 0 0 1 308.86200 495.74800 Tm [ (ha) 20.01060 (v) 14 (e) -301.01200 (b) -0.99224 (e) 1.01386 (en) -302.00400 (proposed) -302.00400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1 0 0 1 396.72300 495.74800 Tm (6) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1.02000 0 0 1 401.70400 495.74800 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1 0 0 1 407.31100 495.74800 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1.02000 0 0 1 412.29300 495.74800 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1 0 0 1 417.90000 495.74800 Tm (28) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1.02000 0 0 1 427.86300 495.74800 Tm [ (\135) -301.99700 (that) -302.00700 (approximate) -301.00200 (the) -302.00700 (dense) ] TJ -116.66700 -11.95510 Td [ (real\055v) 25.00300 (alued) -322.01200 (weights) -320.99100 (with) -320.99600 (binary) -320.99100 (weights\056) -532.00500 (Binary) -321.01500 (weights) ] TJ 0.98000 0 0 1 308.86200 471.83800 Tm [ (bear) -245.02000 (dramatic) -244.99200 (computational) -245.99200 (sa) 21.00990 (vings) -246.00200 (through) -244.98200 (ef) 25.98610 <02> -1.01024 (cient) -244.99200 (imple\055) ] TJ 11.95470 TL T* [ (mentations) -250 (of) -250.01300 (binary) -251.01400 (con) 40.99210 (v) 20.00970 (olut) 0.99523 (ions\056) -314.99800 (Complete) -250.00300 (binarization) -251.01400 (of) ] TJ 1.01300 0 0 1 308.86200 447.92800 Tm [ (CNNs\054) -245.99600 (though\054) -245.98400 (leads) -245.99300 (to) -246.00500 (performance) -246 (loss) -245.99600 (in) -245 (comparison) -246.02000 (to) ] TJ 1 0 0 1 308.86200 435.97300 Tm [ (real\055v) 25.01300 (alued) -249.99000 (netw) 10.00810 (ork) -249.99000 (weights\056) ] TJ 0.98000 0 0 1 320.81700 423.22900 Tm [ (In) -251.01400 (this) -250.99600 (paper) 41.01210 (\054) -251.99600 (we) -251.01100 (present) -251.01400 (an) -250.99900 (alternati) 26.00110 (v) 15.00850 (e) -251.00400 (approach) -250.99400 (to) -250.99900 (reduc\055) ] TJ -12.19910 -11.95510 Td [ (ing) -204.98500 (the) -206.01300 (computational) -204.98300 (comple) 14.99850 (x) 1.00523 (ity) -206.01300 (of) -205.00300 (CNNs) -204.99300 (while) -206.00800 (performing) ] TJ 1.02000 0 0 1 308.86200 399.31900 Tm [ (as) -306.98700 (well) -307.99600 (as) -306.98700 (standard) -307.00100 (CNNs\056) -490.98400 (W) 78.01470 (e) -307.00900 (introduce) -307.01800 (the) -308.00300 (local) -306.98900 (binary) ] TJ 0.99700 0 0 1 308.86200 387.36400 Tm [ (con) 39.98340 (v) 20.01260 (olution) -249.01200 (\050LBC\051) -248.98700 (layer) -249.01700 (that) -248.99500 (approximates) -248.99500 (the) -248.99000 (non\055linearly) ] TJ 1.02000 0 0 1 308.86200 375.40800 Tm [ (acti) 25.01260 (v) 23.99400 (ated) -306.98900 (response) -307.01600 (of) -306.98700 (a) -307.00900 (standard) -306.99900 (con) 39.00730 (v) 18.99430 (olutional) -306.98500 (layer) 53.99430 (\056) -490.01300 (The) ] TJ T* [ (LBC) -296.99500 (layer) -298.00100 (comprises) -296.98500 (of) -296.99200 <0278> 14.99650 (ed) -298.00900 (sparse) -296.99500 (binary) -297.00400 <026c74657273> -298.00400 (\050called) ] TJ 0.98000 0 0 1 308.86200 351.49800 Tm [ (anchor) -241.01100 (weights\051\054) -244 (a) -239.99800 (non\055linear) -241.01600 (acti) 24.99080 (v) 26.01110 (ation) -241.00100 (function) -240.99100 (and) -240.99100 (a) -241.00100 (set) -240.99600 (of) ] TJ 1.02000 0 0 1 308.86200 339.54300 Tm [ (learnable) -263.98700 (linear) -262.98500 (weights) -263.98400 (that) -263.98900 (computes) -264.00800 (weighted) -262.98500 (combina\055) ] TJ 0.98000 0 0 1 308.86200 327.58800 Tm [ (tions) -236.98800 (of) -236.01000 (the) -236.98000 (acti) 25.98860 (v) 25.00830 (ated) -236.00300 (con) 39.99180 (v) 21.00990 (olutional) -237.00500 (response) -235.99000 (maps\056) -310.98300 (Learning) ] TJ 1.01500 0 0 1 308.86200 315.63300 Tm [ (reduces) -246.98600 (to) -247 (optimizing) -247.01800 (the) -247.00800 (linear) -246.98900 (weights\054) -248.01700 (as) -247.00800 (opposed) -247.00800 (to) -246.99800 (op\055) ] TJ 1.02000 0 0 1 308.86200 303.67700 Tm [ (timizing) -287.00300 (the) -286.01500 (con) 39.00490 (v) 18.99670 (olutional) -285.99600 <026c746572732e> -428.98500 (P) 14.99170 (arameter) -286.99100 (sa) 19.98900 (vings) -286.99100 (of) -286.99600 (at) ] TJ (least) ' /R31 9.96260 Tf 1 0 0 1 330.01900 291.72200 Tm (9) Tj /R33 9.96260 Tf 4.98086 0 Td [ <02> -0.79889 ] TJ /R23 9.96260 Tf 1.02000 0 0 1 345.27900 291.72200 Tm (to) Tj /R31 9.96260 Tf 1 0 0 1 355.71500 291.72200 Tm (169) Tj /R33 9.96260 Tf 14.94410 0 Td [ <02> -0.79889 ] TJ /R23 9.96260 Tf 1.02000 0 0 1 380.93800 291.72200 Tm [ (can) -248.98300 (be) -248.99500 (realized) -249.00200 (during) -248.99700 (the) -248.99700 (learning) -249.01700 (stage) ] TJ -70.66250 -11.95470 Td [ (depending) -313.99000 (on) -314.00700 (the) -314 (spatial) -314 (dimensions) -314.00500 (of) -313.98100 (the) -314 (con) 40.00680 (v) 18.99430 (olutional) ] TJ T* [ <026c74657273> -272.01600 (\050) ] TJ /R31 9.96260 Tf 1 0 0 1 338.15400 267.81200 Tm (3) Tj /R33 9.96260 Tf 7.39492 0 Td [ <02> -0.79889 ] TJ /R31 9.96260 Tf 10.16330 0 Td (3) Tj /R23 9.96260 Tf 1.02000 0 0 1 363.45400 267.81200 Tm (to) Tj /R31 9.96260 Tf 1 0 0 1 374.12000 267.81200 Tm (13) Tj /R33 9.96260 Tf 12.37620 0 Td [ <02> -0.79889 ] TJ /R31 9.96260 Tf 10.16170 0 Td (13) Tj /R23 9.96260 Tf 1.02000 0 0 1 409.38200 267.81200 Tm [ (sized) -271.98500 <026c74657273> -271.01900 (respecti) 24.01080 (v) 14.99650 (ely\051\054) -278.00500 (as) -272.00400 (well) ] TJ 1.00500 0 0 1 308.86200 255.85700 Tm [ (as) -248.00300 (computational) -246.99800 (and) -248 (memory) -247.98300 (sa) 19.98500 (vings) -246.99800 (due) -248.00300 (to) -247.99300 (the) -246.99800 (sparse) -247.98300 (na\055) ] TJ 1.02000 0 0 1 308.86200 243.90200 Tm [ (ture) -337.99400 (of) -337.00900 (the) -337.98700 (binary) -337.98200 <026c746572732e> -582.01600 (CNNs) -337.01100 (with) -337.98700 (LBC) -338.01100 (layers\054) -360.99800 (called) ] TJ 0.98000 0 0 1 308.86200 231.94600 Tm [ (local) -256.99200 (binary) -256.01500 (con) 40.99210 (v) 20.00720 (olutional) -257.01000 (neural) -256.00500 (netw) 9.98733 (orks) -256.98000 (\050LBCNN\051) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R23 6.97380 Tf 1 0 0 1 518.09600 235.56200 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 0.98000 0 0 1 522.08100 231.94600 Tm [ (\054) -257 (ha) 20.98490 (v) 15.00850 (e) ] TJ 0.99400 0 0 1 308.86200 219.99100 Tm [ (much) -251.01600 (lo) 25.01850 (wer) -251.01300 (model) -250.99100 (comple) 14.98940 (xity) -252 (and) -250.98900 (are) -250.99900 (as) -251.00900 (such) -251.00400 (less) -251.98500 (prone) -251.00400 (to) ] TJ 0.99100 0 0 1 308.86200 208.03600 Tm [ (o) 15.01010 (v) 15.01010 (er) 19.99780 <2d027474696e67> -251 (and) -252.00300 (are) -250.98500 (well) -251.98800 (suited) -250.99200 (for) -252.01600 (learning) -250.99200 (and) -252 (inference) -251.00200 (of) ] TJ 1 0 0 1 308.86200 196.08100 Tm [ (CNNs) -250.01200 (in) -249.98500 (resource\055constrained) -250.01700 (en) 39.99330 (vironments\056) ] TJ 1.02000 0 0 1 320.81700 183.33700 Tm [ (Our) -314.00700 (theoretical) -313 (analysis) -314.00900 (sho) 24.98140 (ws) -313.98500 (that) -313 (the) -314 (LBC) -312.98600 (layer) -313.99500 (is) -312.99600 (a) ] TJ -11.72070 -11.95510 Td [ (good) -289.00600 (approxim) 0.99705 (ation) -289.00600 (for) -288.00500 (the) -289.01400 (non\055linear) -288 (acti) 24.01560 (v) 24.99100 (ations) -288.98500 (of) -287.99500 (stan\055) ] TJ 0.99900 0 0 1 308.86200 159.42700 Tm [ (dard) -249.00200 (con) 40.00640 (v) 19.99210 (olutional) -249.01400 (layers\056) -309.98400 (W) 79.98820 (e) -249.00700 (also) -248.98200 (demonstrate) -248.98700 (empirically) ] TJ 1.02000 0 0 1 308.86200 147.47200 Tm [ (that) -324.99400 (CNNs) -323.98000 (with) -324.99400 (LBC) -324.01800 (layers) -325.00300 (performs) -323.98500 (comparably) -324.98400 (to) -324.00900 (re) 14.99650 (g\055) ] TJ 11.95470 TL T* [ (ular) -297.01600 (CNNs) -295.99500 (on) -297.01600 (a) -297.01400 (range) -295.99500 (of) -296.99000 (visual) -297.01900 (datase) 0.99464 (ts) -297.00400 (\050MNIST) 72.01320 (\054) -296.00500 (SVHN\054) ] TJ T* [ (CIF) 73.01020 (AR\05510\054) -294.00600 (and) -283.01000 (ImageNet\051) -282.98300 (while) -284.00200 (enjo) 9.98488 (ying) -284.01600 <7369676e690263616e74> -283.00700 (sa) 19.98900 (v\055) ] TJ 11.95630 TL T* [ (ings) -267.01100 (in) -267 (terms) -267.01100 (of) -267.00900 (the) -266.98700 (number) -266.01700 (of) -267.00700 (parameters) -267.01100 (during) -266.98700 (training\054) ] TJ ET Q 3.98000 w 0 G 3088.62000 1001.20000 m 4033.61000 1001.20000 l S q 10 0 0 10 0 0 cm BT /R23 5.97760 Tf 1 0 0 1 319.72100 93.27700 Tm (1) Tj /R23 7.97010 Tf 1.02000 0 0 1 323.20800 90.46480 Tm [ (Implementation) -411.00400 (and) -410.98300 (future) -410.98000 (updates) -411.01000 (will) -410.98600 (be) -411.01600 (a) 18.99790 (v) 25.02220 (ailable) -410.99800 (at) ] TJ ET Q 0 1 0 0 k q 10 0 0 10 0 0 cm BT /R25 7.97010 Tf 1 0 0 1 512.59400 90.46480 Tm (http\072\057\057) Tj -203.97100 -9.46484 Td (xujuefei\056com\057lbcnn) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R23 7.97010 Tf 1 0 0 1 394.70000 81 Tm (\056) Tj /R23 9.96260 Tf -99.57890 -29.88790 Td (1) 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 47 72 14 re f* 0.50000 0.50000 0.50000 rg BT /F2 9 Tf 10.80000 TL ET BT 1 0 0 1 301.50000 50 Tm (19) Tj T* ET Q endstream endobj 15 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 16 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 16 0 obj << /Filter /FlateDecode /Resources 17 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
17 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
18 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x15 19 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
19 0 obj
<<
/Filter /FlateDecode
/Resources 20 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
20 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
21 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x24 22 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 132 751 480 772 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Qp
0
endstream
endobj
22 0 obj
<<
/Filter /FlateDecode
/Resources 23 0 R
/Length 53223
/Type /XObject
/BBox [ 132 751 480 772 ]
/Subtype /Form
>>
stream
xtI:6%Q㨈?7rA= u%6 ?Y(WbWo{B>9
x`Znϳ|8{3?0x*z ǃ|,@:w>`c|*ϻⳅKO3`g
:_|}}><.6`Z{{3]#<_o"~:ͺgk7/Ұ@|K yp ]03ʷCmş8˽Y?>(3!Bwqs.Z8,~~=rMT̩y+/*w: uBZ_`ߵp`%M?ɝ1ɳw=vDۉy&xb4Q>d@ sg~lA