resources/basis_projection.svg


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         id="text72"><tspan
           x="0 3.3175459"
           y="0"
           sodipodi:role="line"
           id="tspan70">].</tspan></text>
      <text
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         transform="matrix(1,0,0,-0.98039216,48.964,535.822)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text76"><tspan
           x="0 3.3838968 12.925876 16.208155 20.720016 25.231878 28.056873 35.058388 38.442287 42.954147 47.466011 51.977875 57.0588 59.883793 62.70879 72.260933 76.772789 81.853722 89.759636 97.665558 102.17742 105.56132 110.07318 112.89818 117.41004 124.69608 129.77701 134.28888 137.67278 142.75369 149.98894 154.50079 157.88469 166.8576 170.2415 175.32243 183.16739 190.50424 197.84109 209.63901 213.0229 217.53476 222.61569 227.69662 231.08052 233.9055 238.41737 243.49829 246.32329"
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           id="tspan74">Infact,recentlycommercialhardwareforDNNreportedly</tspan></text>
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         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 3.8754513 8.8567514 13.838052 18.819351 23.800652 27.118196 33.235233 38.216534 41.534081 46.515381 49.284981 55.40202 58.171623 63.15292 65.922523 70.19648 75.17778 79.601173 86.266151 91.247452 96.228752 100.65215 103.9697 108.39309 111.15273 113.92233 118.90363 123.88493 131.10782"
           y="0"
           sodipodi:role="line"
           id="tspan78">support8-bitintegeroperations[</tspan></text>
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         xml:space="preserve"
         transform="matrix(1,0,0,-1,180.705,523.867)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text84"><tspan
           x="0 4.9812999"
           y="0"
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           id="tspan82">52</tspan></text>
      <text
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         transform="matrix(0.98,0,0,-1,190.668,523.867)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text88"><tspan
           x="0 3.3175459 9.1556292 16.348627 23.571512 28.552811 31.322414 34.092018 41.285015 44.054619 49.035915 51.805519 56.786819 64.009705 68.433098 72.856491 81.185226 85.907501 90.330894 93.648438 101.97717 106.95847"
           y="0"
           sodipodi:role="line"
           id="tspan86">].Asbitwidthscanvaryby</tspan></text>
      <text
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         transform="matrix(1,0,0,-0.98039216,48.964,511.912)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text92"><tspan
           x="0 2.8249948 7.3368573 12.417783 16.929646 19.917231 26.187092 31.268019 35.779881 39.163776 44.244705 51.490105 56.001965 59.385864 67.627129 72.708054 77.788979 80.613976 83.438965 91.344887 94.169884 98.681747 103.1936 106.0186 108.8436 113.92452 119.00545 126.69797 131.7789 136.08752 141.02618 149.26744 154.34837 158.86023 163.3721 172.19258 176.55202 181.63295 186.71387 189.53886 194.6198 198.00369 202.51555 211.33603 214.16103 222.98152 227.34096 232.42188 237.50281 240.3278 245.40872 248.23372"
           y="0"
           sodipodi:role="line"
           id="tspan90">layer,hardwareoptimizationshavebeenexploredtoexploit</tspan></text>
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         xml:space="preserve"
         transform="matrix(0.996,0,0,-1,48.964,499.957)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 2.7696028 7.7509027 15.681132 18.998678 23.422073 28.403372 33.384674 37.808067 42.231461 50.719597 55.700897 58.470501 61.240101 68.433098 71.202705 76.184006 78.953606 87.431778 90.749321 95.730621 102.55501 107.5363 110.02695 115.00826"
           y="0"
           sodipodi:role="line"
           id="tspan94">thereducedbitwidthfor2.56</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,168.477,499.957)"
         style="font-variant:normal;font-weight:normal;font-size:9.9626px;font-family:CMSY10;-inkscape-font-specification:CMSY10;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text100"><tspan
           x="0"
           y="0"
           id="tspan98">×</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.996,0,0,-1,179.717,499.957)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text104"><tspan
           x="0 4.4233942 9.4046946 13.828089 16.966309 21.947607 30.435743 34.311195 38.535336 43.516636 46.28624 51.26754 56.24884 63.631126"
           y="0"
           sodipodi:role="line"
           id="tspan102">energysavings[</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,246.393,499.957)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text108"><tspan
           x="0 4.9812999"
           y="0"
           sodipodi:role="line"
           id="tspan106">53</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.996,0,0,-1,256.356,499.957)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text112"><tspan
           x="0 6.8243809 11.805681 18.630062 23.611362 26.102013 31.083311"
           y="0"
           sodipodi:role="line"
           id="tspan110">]or2.24</tspan></text>
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         xml:space="preserve"
         transform="matrix(1,0,0,-1,292.274,499.957)"
         style="font-variant:normal;font-weight:normal;font-size:9.9626px;font-family:CMSY10;-inkscape-font-specification:CMSY10;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text116"><tspan
           x="0"
           y="0"
           id="tspan114">×</tspan></text>
      <text
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         transform="matrix(1,0,0,-0.98328417,48.964,488.002)"
         style="font-variant:normal;font-size:10.132px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 2.8166862 7.882668 12.38126 15.755204 20.253796 24.752388 28.693722 36.66758 39.484264 48.035641 50.852329 55.918312 59.292255 64.358238 69.424217 74.490204 79.556183 84.622162 89.688148 95.980095"
           y="0"
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           id="tspan118">increaseinthroughput[</tspan></text>
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         transform="matrix(1,0,0,-1,148.322,488.002)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text124"><tspan
           x="0 4.9812999"
           y="0"
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           id="tspan122">54</tspan></text>
      <text
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         transform="matrix(1,0,0,-0.98328417,158.285,488.002)"
         style="font-variant:normal;font-size:10.132px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text128"><tspan
           x="0 6.8492079 11.3478 16.413782 24.29645 29.362432 33.861023 37.23497 41.733559 50.284939 53.101624 61.642872 69.626862 74.692841 79.75882 83.132767 88.198746 91.015434 97.307381 102.94076 107.86489 112.36348 120.90473 125.97071 131.0367 133.85338 138.91936"
           y="0"
           sodipodi:role="line"
           id="tspan126">]comparedtoa16-bitfxedpoint</tspan></text>
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         transform="matrix(0.98,0,0,-1,48.964,476.046)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 2.7696028 10.520506 15.501805 18.271408 22.694803 30.445705 34.869099 39.850399 42.620003 47.043396 49.813 52.582603 57.563904 62.545204 68.443062 77.439293 80.208893 82.978493 91.367004 99.117905 104.09921 107.41676 115.25732 119.13277 121.90237 126.88367 131.86497 134.63458 140.17378 144.59718 149.02057 154.00188 160.17868 164.60208 169.58337 174.00677 178.98807 183.96938 188.39276 195.67543 198.44502 206.83354 209.60313 214.58444 222.41504 227.39635 231.81973 234.58934 241.68271 246.66402 249.98155 254.96286"
           y="0"
           sodipodi:role="line"
           id="tspan130">implementation.Withmoresignifcantchangestothenetwork,</tspan></text>
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         transform="matrix(1,0,0,-0.98039216,48.964,464.091)"
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           y="0"
           sodipodi:role="line"
           id="tspan134">itispossibletoreducebitwidthdownto1-bitforeither</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,48.605,452.136)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text140"><tspan
           x="0 7.192997 11.616391 14.385994 19.367294 24.348595 27.118196 33.703476"
           y="0"
           sodipodi:role="line"
           id="tspan138">weights[</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,84.887,452.136)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text144"><tspan
           x="0 4.9812999"
           y="0"
           sodipodi:role="line"
           id="tspan142">55</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,94.85,452.136)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 6.0273728 11.008673 17.036045 22.017345 26.998646 29.76825 37.469337 44.662334 49.085732 51.855331 56.836632 61.817932 64.587532 71.172813 75.596207 80.577507 88.268639 92.692032 97.115425 99.885025 102.3956 107.12784 111.55123 114.32083 117.09044 122.07174 127.05304 133.63832"
           y="0"
           sodipodi:role="line"
           id="tspan146">]orbothweightsandactivations[</tspan></text>
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         transform="matrix(1,0,0,-1,229.067,452.136)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text152"><tspan
           x="0 4.9812999"
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      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,239.03,452.136)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text156"><tspan
           x="0"
           y="0"
           id="tspan154">,</tspan></text>
      <text
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         transform="matrix(1,0,0,-1,244.128,452.136)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text160"><tspan
           x="0 4.9812999"
           y="0"
           sodipodi:role="line"
           id="tspan158">57</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,254.091,452.136)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text164"><tspan
           x="0 6.0273728 10.450768 15.930198 18.6998 23.681101 30.814322 35.237717 40.219017 44.094467"
           y="0"
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           id="tspan162">]atthecost</tspan></text>
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         transform="matrix(0.98,0,0,-1,48.964,440.181)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           y="0"
           sodipodi:role="line"
           id="tspan166">ofreducedaccuracy.Theimpactof1-bitweightsonhardware</tspan></text>
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         transform="matrix(1,0,0,-1,48.964,428.226)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           y="0"
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           id="tspan170">isexploredin[58].</tspan></text>
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         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-ReguItal;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 6.0871487 13.559098 18.5404 23.521698 28.502998 32.278824 36.154274 38.923878 41.693481"
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           sodipodi:role="line"
           id="tspan174">B.Sparsity</tspan></text>
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         transform="matrix(1,0,0,-0.98911968,58.927,389.766)"
         style="font-variant:normal;font-size:10.0722px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 5.4490542 10.485148 17.314093 22.914228 30.18635 42.615429 47.087482 49.88755 54.3596 58.277683 62.195766 64.995834 70.59597 75.068024 79.54007 82.340141 85.140213 90.176308 95.212402 101.20535 104.00542 109.04151 116.98847 124.26059 128.73264 131.53271 136.5688 141.6049 144.40497 151.79796 156.27 160.74207 169.25305 174.28915 182.23611 187.2722 190.62624 195.66234 198.4624 202.93446 207.40651 210.20657 214.67863 223.18962 228.22572 233.26181 236.06189"
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           sodipodi:role="line"
           id="tspan178">ForSVMclassifcation,theweightscanbeprojectedonto</tspan></text>
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         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text184"><tspan
           x="0 8.6680593 13.748985 18.260847 22.213808 25.038803 33.158123 37.111084 42.192009 46.703873 55.940994 58.765991 63.846916 68.35878 75.350136 78.175125 83.25605 91.92411 95.308006 99.81987 103.77283 108.85376 111.67876 114.50375 117.32874 122.40967 131.64679 138.98364 143.49551 146.32051 151.40143 156.48236 159.30736 167.42667 171.93854 175.32243 183.99049 187.94345 193.02438 197.53624 200.92014 204.87309 213.55132 216.93521 222.01614 229.55624 238.22429"
           y="0"
           sodipodi:role="line"
           id="tspan182">abasissuchthattheresultingweightsaresparsefora2</tspan></text>
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         style="font-variant:normal;font-weight:normal;font-size:9.9626px;font-family:CMSY10;-inkscape-font-specification:CMSY10;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text188"><tspan
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           y="0"
           id="tspan186">×</tspan></text>
      <text
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         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text192"><tspan
           x="0 3.3838968 7.8957591 12.976685 18.057611 22.569473 25.394468 28.219463 33.300388 43.157387 45.98238 55.829216 60.910141 65.991066 73.896988 78.977913 83.489777 91.649742 96.730667 104.89063 112.79655 117.87748 120.70248 123.52747 126.35247 131.4334 134.25839 137.08339 141.59525 146.1071 148.9321 151.7571 156.83803 161.91895 170.64798"
           y="0"
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           id="tspan190">reductioninnumberofmultiplications[</tspan></text>
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         id="text196"><tspan
           x="0 4.9812999"
           y="0"
           sodipodi:role="line"
           id="tspan194">50</tspan></text>
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           id="tspan322">zero,resultingina45%energyreduction.In[</tspan></text>
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           id="tspan378">usedtoreducethetransferofdataonandoffchip[</tspan></text>
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         id="text384"><tspan
           x="0 4.9812999"
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           id="tspan382">11</tspan></text>
      <text
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         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text388"><tspan
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         id="text392"><tspan
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           id="tspan390">53</tspan></text>
      <text
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         transform="matrix(0.98,0,0,-1,543.637,685.149)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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         id="text400"><tspan
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           id="tspan398">64</tspan></text>
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         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 3.3175459"
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           id="tspan402">].</tspan></text>
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         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 5.6499896 8.4749842 16.380905 21.461832 24.286827 32.345177 35.729073 40.809998 45.890923 49.274822 52.099815 56.611679 61.692604 66.773529 69.598526 78.225937 82.737801 87.818726 92.899651 95.724648 100.80557 109.43298 114.51391 121.44429 124.26929 129.35022 137.40857 141.92043 146.43228 149.25728 151.82823 156.65511 161.16698 163.99197 166.81696 171.89789 176.97882 184.47826 187.30325 195.93066"
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         id="text412"><tspan
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         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           id="tspan426">bandwidthreduction,whichiswithin5-10%ofthe</tspan></text>
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         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text432"><tspan
           x="0 2.8249948 7.905921 12.417783 17.498709 20.882607 25.394468 28.219463 31.044458 35.55632 40.068184 46.846138 51.358002 56.438927 59.26392 62.647816 67.728745 72.708054 81.741936 84.566933 87.39193 95.297852 98.122841 100.94784 107.44126 113.65015 118.73108 122.68404 126.637 135.67088 140.18275 145.26367 153.1696 158.25052 161.63441 166.14629 170.09924 174.0522 176.8772 181.95811 190.98184 194.93481 200.01573 204.52759 213.56148 218.07335 225.97926 230.91792 235.42979 239.94165 242.76665 247.84756"
           y="0"
           sodipodi:role="line"
           id="tspan430">theoreticalentropylimit.Lossycompressionsuchasvector</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,311.978,637.329)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text436"><tspan
           x="0 5.0809259 10.161852 14.673715 19.754641 22.579636 25.404631 29.916492 34.428356 37.253349 40.078342 45.159271 55.036591 59.548454 64.060318 73.937637 78.449501 81.27449 85.227455 95.094612 100.17554 109.4838 114.56472 118.51768 123.02954 132.90686 137.98779 147.86511 151.24901 155.76086 160.27274 163.09772 168.17865 171.56255 180.8708 185.7993 190.31116 194.82303 197.64803 202.72894 206.11284 214.8622"
           y="0"
           sodipodi:role="line"
           id="tspan434">quantizationcanalsobeusedonfeaturevectors[</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,530.221,637.329)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text440"><tspan
           x="0 4.9812999"
           y="0"
           sodipodi:role="line"
           id="tspan438">50</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,540.184,637.329)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text444"><tspan
           x="0 8.1802912 12.692153 17.773079"
           y="0"
           sodipodi:role="line"
           id="tspan442">]and</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,311.619,625.374)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text448"><tspan
           x="0 7.192997 11.616391 14.385994 19.367294 24.348595 27.118196 34.221531"
           y="0"
           sodipodi:role="line"
           id="tspan446">weights[</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,348.411,625.374)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text452"><tspan
           x="0"
           y="0"
           id="tspan450">8</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,353.392,625.374)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text456"><tspan
           x="0"
           y="0"
           id="tspan454">,</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,359,625.374)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text460"><tspan
           x="0 4.9812999"
           y="0"
           sodipodi:role="line"
           id="tspan458">12</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,368.963,625.374)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text464"><tspan
           x="0"
           y="0"
           id="tspan462">,</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,374.571,625.374)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text468"><tspan
           x="0 4.9812999"
           y="0"
           sodipodi:role="line"
           id="tspan466">66</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,384.534,625.374)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text472"><tspan
           x="0 6.5454283 10.420879 15.40218 19.825575 28.04472 30.814322 35.79562 40.219017 46.216503 48.986103 53.967403 58.24136 66.450539 70.87394 75.297333 83.516479 88.497772 96.149055 100.02451 102.79411 107.77541 111.09295 115.51635 123.72553 128.70683 133.68813 137.00568 141.42908 146.41037 149.17998 157.39912 161.82251 167.81999 170.5896 175.32184"
           y="0"
           sodipodi:role="line"
           id="tspan470">]suchthattheycanbestoredon-chipatlow</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.994,0,0,-1,311.978,613.418)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text476"><tspan
           x="0 4.4233942 9.4046946 13.280146 16.049749 22.06716 29.260157 33.683552 38.664852 43.088245 46.405792 50.829185 53.598789 56.368389 60.692158 66.709572 69.479172 74.460472 82.410629 86.834023 91.815323 95.690773 101.98714 106.96844 113.81274 116.58234 121.56364 129.50383 133.92723 138.90854 146.65944 151.64073 154.95828 159.38167 163.25713 167.13258 169.90218 174.88348 179.86478 182.63438 187.61568 192.03908 196.46248 201.44377 209.19467 214.17598 217.49352 221.91692 225.79237 229.66782 232.43742 237.41872 245.92679 248.69638"
           y="0"
           sodipodi:role="line"
           id="tspan474">cost.Generally,thecostofthecompression/decompressionis</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,311.978,601.463)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text480"><tspan
           x="0 5.0809259 13.901414 16.726408 21.807335 30.058758 35.139683 38.523582 43.604507 48.116367 55.239826 60.320755 67.444214 75.695633 79.079529 83.347511 94.423927 97.248924 102.32985 107.41077 112.4917 116.44466 120.95653 126.03745 134.85794 139.93886 144.96898 149.48085 152.30583 156.8177 164.51022 171.84708 174.67207 177.49707 186.31755 194.22348 197.04848 202.12939 204.95439 212.86032 217.37218 223.93674 228.44859 233.52953 238.04138 241.24237 246.32329"
           y="0"
           sodipodi:role="line"
           id="tspan478">ontheorderofafewthousandkgateswithminimalenergy</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98619329,311.978,589.508)"
         style="font-variant:normal;font-size:10.1021px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text484"><tspan
           x="0 4.899507 9.7990141 14.284336 17.648327 22.699366 27.184687 31.67001 36.721046 42.741886 46.105877 54.642132 57.450508 62.501545 70.472084 73.280464 78.331497 82.261208 86.190918 94.727173 99.212494 104.26353 112.12295 117.17398 120.53798 125.0233 128.953 132.88271 135.69109 140.74213 149.27838 153.7637 158.24902 162.17874 166.66406 172.68489 175.49327 181.78687 184.59525 192.01016 196.49548 199.30386 203.23357 211.76982 214.5782 222.43762 227.48866 232.5397 235.90369 238.71207 243.19739 248.24843"
           y="0"
           sodipodi:role="line"
           id="tspan482">overhead.Inthelossycompressioncase,itisalsoimportant</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,311.978,577.553)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text490"><tspan
           x="0 2.7696028 11.237813 15.412142 20.144377 24.567772 27.337374 32.318676 36.742069 39.511673 47.421974 50.191578 55.172878 63.083183 65.852783 73.603691 78.584991 83.008385 87.431778 93.688293 98.669594 107.1378 112.1191 116.5425 119.86004 123.17759 128.15889 131.47643 139.22734 143.65073 148.63203 153.05542 160.96573 165.38913 169.81252 174.23592 179.21721 182.53476 186.95815 191.2321 195.56584"
           y="0"
           sodipodi:role="line"
           id="tspan486">toevaluatetheimpactonperformanceaccuracy.</tspan><tspan
           x="16.863001 24.554127 28.369802 32.185478 40.15556"
           y="19.695999"
           sodipodi:role="line"
           id="tspan488">VII.O</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,359.825,557.857)"
         style="font-variant:normal;font-size:7.9701px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text494"><tspan
           x="0 4.9175515 9.8430738 16.091633 21.415659 26.779535 33.028095 39.268684 42.416874 47.78075 50.92894 56.284847 63.697041 66.84523"
           y="0"
           sodipodi:role="line"
           id="tspan492">PPORTUNITIESIN</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,435.41,557.857)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text498"><tspan
           x="0"
           y="0"
           id="tspan496">M</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,444.765,557.857)"
         style="font-variant:normal;font-size:7.9701px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text502"><tspan
           x="0 3.1481895 9.3967476 14.752655"
           y="0"
           sodipodi:role="line"
           id="tspan500">IXED</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,465.765,557.857)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text506"><tspan
           x="0 3.8156757"
           y="0"
           sodipodi:role="line"
           id="tspan504">-S</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,475.618,557.857)"
         style="font-variant:normal;font-size:7.9701px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text510"><tspan
           x="0 3.1481895 9.3967476 15.374323 21.622881"
           y="0"
           sodipodi:role="line"
           id="tspan508">IGNAL</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,505.087,557.857)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text514"><tspan
           x="0"
           y="0"
           id="tspan512">C</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,512.231,557.857)"
         style="font-variant:normal;font-size:7.9701px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text518"><tspan
           x="0 3.1481895 8.9583921 14.760625 21.009184 24.157373 29.52125"
           y="0"
           sodipodi:role="line"
           id="tspan516">IRCUITS</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,321.94,542.046)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text522"><tspan
           x="0 9.033886 14.114813 18.067772 25.922884 31.003811 39.427986 42.252979 47.333908 56.875885 61.95681 66.468674 69.293671 78.835648 86.74157 91.680229 96.608727 101.12059 109.02651 113.53838 118.6193 126.47441 129.29941 138.29265 141.11765 151.22868 156.3096 160.82147 163.64647 170.98332 175.49518 180.00705 190.12825 192.95325 198.03416 207.57616 215.48207 219.99393 227.89986 232.98077 236.36469"
           y="0"
           sodipodi:role="line"
           id="tspan520">Mostofthedatamovementisinbetweenthememory</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,311.978,530.091)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text526"><tspan
           x="0 4.5118623 9.5927887 19.429461 24.510387 27.894283 32.975208 37.487072 41.998936 45.951893 49.904854 52.729851 57.810776 67.657608 72.169472 74.984306 79.49617 87.402092 91.913948 96.994881 104.58578 107.96968 113.61967 119.82856 123.21246 130.50867 135.02052 140.10146 149.93813 154.44998 157.27498 161.22795 171.07478 173.89978 178.9807 188.24831 192.20126 196.71313 201.79405 205.74702 210.82794 218.96759 223.47945 228.56038 238.39705 244.04704 250.25594"
           y="0"
           sodipodi:role="line"
           id="tspan524">andprocessingelement(PE),andalsothesensorandPE.</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.987,0,0,-1,311.978,518.136)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text530"><tspan
           x="0 3.3175459 11.835568 14.605171 19.586472 22.356075 29.76825 33.6437 38.057133 42.480526 45.25013 48.019733 53.001034 57.98233 64.009705 71.202705 79.162819 84.144119 86.913719 90.789177 95.21257 100.19387 104.06932 111.48149 116.46279 121.18507 131.91478 134.68439 139.6657 142.43529 149.84747 152.61707 160.02925 164.45264 169.43394 174.41524 177.73279 182.15617 186.03163 189.90707 194.33047 202.8485 207.8298 211.70525 214.47485 219.45615 227.96422 235.71512 238.48473 243.31657 247.73997 252.72127"
           y="0"
           sodipodi:role="line"
           id="tspan528">Inthissection,wediscusshowthisisaddressedusingmixed-</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,311.978,506.181)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text534"><tspan
           x="0 3.9529605 6.7779551 11.858881 16.939808 21.45167 28.382053 32.893913 35.71891 39.102806 43.61467 48.695595 51.520588 58.450974 63.531898 68.043762 71.996719 74.821716 79.902641 84.983566 91.619255 98.956116 103.79316 111.13001 115.38783 120.32649 124.83835 127.81577 134.46162 138.9735 141.79848 145.18237 149.69424 154.77516 157.60016 164.53055 169.61147 174.6924 179.77333 183.15723 185.98221 191.06314 195.575 200.08687 202.91187 205.73686 208.56184 211.38684 215.89871 223.95706 227.91002 232.99094 238.07187 243.1528 245.97778"
           y="0"
           sodipodi:role="line"
           id="tspan532">signalcircuitdesign.However,circuitnon-idealitiesshould</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98716683,311.978,494.225)"
         style="font-variant:normal;font-size:10.0921px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text538"><tspan
           x="0 4.4808984 7.2865062 11.212338 19.750267 24.796324 32.769093 36.028847 40.509747 44.990643 47.796249 52.842308 56.20298 60.68388 69.221809 72.027412 77.073471 79.879082 88.406914 91.212524 96.258583 104.23135 108.71225 111.51786 116.56391 121.60997 124.97064 127.77625 130.58186 135.62791 146.97145 152.01752 156.49841 160.42424 163.22984 168.27591 173.32196 179.61945 182.42505 187.4711 191.95201 195.87784 203.8506 208.33151 211.13712 214.49779 218.97868 224.02475 226.83035 229.63596 237.05367 241.53456 246.01546"
           y="0"
           sodipodi:role="line"
           id="tspan536">alsobefactoredintothealgorithmdesign;thesecircuitscan</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,311.978,482.27)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text542"><tspan
           x="0 5.0809259 9.5927887 14.673715 19.185577 24.835566 32.162262 35.546158 38.930054 44.010983 56.40844 59.233437 64.314362 73.327927 76.711823 81.223686 86.304611 91.385536 95.8974 100.40926 109.98173 115.06265 118.44655 122.95841 127.47027 130.29527 134.24823 137.07323 142.15414 151.73677 156.24864 159.07362 164.15456 169.23549 172.61938 175.44438 178.26936 183.3503 191.25621 199.70071 204.78165 207.60664 211.5596 216.07146 221.15239 225.10535 229.0583 233.57018 243.1528 245.97778"
           y="0"
           sodipodi:role="line"
           id="tspan540">beneftfromthereducedprecisionalgorithmsdiscussedin</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.999,0,0,-1,311.978,470.315)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text546"><tspan
           x="0 5.5392056 9.9625998 14.385994 17.155598 19.9252 24.9065 33.384674 40.577671 43.895214 49.872776 53.190323 61.668495 66.091888 71.073189 76.054489 78.824089 81.593697 84.363297 89.344597 94.325897 100.30346 104.17891 106.94851 111.92981 116.3532 124.27348 127.04308 132.02437 139.94464 142.71425 146.03178 150.45518 153.22479 158.20609 160.97569 165.95699 174.4252 179.40649 182.72404 185.49365 189.91704 198.39522 203.37651 207.79991 212.22331 217.20461 220.52216 227.89447 230.66408 239.13229 241.90189 246.88319"
           y="0"
           sodipodi:role="line"
           id="tspan544">SectionVI.Inaddition,sincethetrainingoftenoccursinthe</tspan></text>
      <text
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         transform="matrix(0.98,0,0,-1,311.978,458.36)"
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           y="0"
           sodipodi:role="line"
           id="tspan548">digitaldomain,theADCandDACconversionoverheadshould</tspan></text>
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         id="text554"><tspan
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           y="0"
           sodipodi:role="line"
           id="tspan552">alsobeaccountedforwhenevaluatingthesystem.</tspan></text>
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         xml:space="preserve"
         transform="matrix(1,0,0,-0.99108028,321.94,434.33)"
         style="font-variant:normal;font-size:10.0523px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text558"><tspan
           x="0 9.489337 14.515469 17.309998 20.104527 28.045815 31.956146 36.982277 41.44548 44.240013 47.034542 51.497746 57.770359 62.233562 65.580963 70.044174 75.070305 77.86483 80.659363 85.122566 89.58577 92.380302 97.406433 100.75384 105.20699 112.59541 117.62154 120.96894 123.76347 128.7896 137.29381 140.08835 145.11447 153.05576 160.87642 165.33963 173.16029 178.18642 181.53383 190.03804 194.50125 197.29578 202.3219 206.23224 210.69543 217.51088 220.3054 228.80962 231.60414 236.63028"
           y="0"
           sodipodi:role="line"
           id="tspan556">Whilespatialarchitecturesbringthememoryclosertothe</tspan></text>
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         xml:space="preserve"
         transform="matrix(0.984,0,0,-1,311.978,422.375)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text562"><tspan
           x="0 4.4233942 9.4046946 17.155598 22.136898 27.118196 29.8878 34.311195 37.080799 39.850399 44.831699 53.359684 56.677231 59.446835 61.937485 66.360878 68.851532 74.898827 77.668427 82.649727 85.419334 93.947319 96.716919 101.69822 109.6683 115.2075 121.29465 124.6122 130.6595 133.42911 138.4104 142.8338 146.15134 154.12143 159.10272 163.32686 168.14876 176.1288 180.5522 183.32181 187.19725 195.72523 200.70654 205.12993 209.55333 218.08131 222.50471 225.5732 228.89073 233.87204 237.18958 239.95918 247.39128 250.16089"
           y="0"
           sodipodi:role="line"
           id="tspan560">computation(i.e.,intothePE),therehavealsobeeneffortsto</tspan></text>
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         xml:space="preserve"
         transform="matrix(0.981,0,0,-1,311.978,410.42)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text566"><tspan
           x="0 2.7696028 7.7509027 10.520506 14.794461 19.775761 23.093307 27.516701 30.286304 38.256386 41.025986 46.007286 53.977367 58.400761 63.382061 71.132965 76.114265 81.095566 83.865166 88.288559 91.058167 93.827766 98.809067 107.33705 110.10666 115.08795 117.85756 126.38554 129.15515 134.13644 142.10652 149.85742 154.28082 162.03172 167.01303 170.33057 178.85855 181.62816 184.39777 188.27321 192.69661 195.46622 198.78375 204.82109 210.21086 215.19215 222.0564 224.82599 229.8073 233.68274 236.45235 240.87575 245.85704 250.28044 254.70383"
           y="0"
           sodipodi:role="line"
           id="tspan564">integratethecomputationintothememoryitself.Forinstance,</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,311.978,398.464)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text570"><tspan
           x="0 2.7696028 10.15189"
           y="0"
           sodipodi:role="line"
           id="tspan568">in[</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,325.175,398.464)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text574"><tspan
           x="0 4.9812999"
           y="0"
           sodipodi:role="line"
           id="tspan572">67</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,335.138,398.464)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text578"><tspan
           x="0 5.7185326 8.4881353 13.469435 20.293816 24.717211 27.486813 31.910208 35.78566 39.66111 42.430714 47.969917 52.393314 56.806744 59.576347 62.345951 67.327248 74.709534 77.479141 83.755577 88.17897 95.929878 100.91118 105.33457 110.31587 115.29717 119.72057 127.10285 129.87245 137.25475 140.02434 145.00565 151.82007 157.35927 164.00432 171.19731 180.05408 184.94571 190.48491 195.46622 199.8896 204.313 207.08261 212.62181 217.0452 221.4686 224.2382 227.0078 231.33157"
           y="0"
           sodipodi:role="line"
           id="tspan576">]theclassifcationisembeddedintheSRAM.Specifcally,</tspan></text>
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         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,311.978,386.509)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text582"><tspan
           x="0 2.8249948 7.905921 15.903298 23.138536 28.219463 31.603359 40.1698 42.994797 45.81979 50.900715 58.908257 62.292152 71.884941 78.093834 84.963242 87.788239 95.226715 100.30764 103.69154 106.26249 111.20115 115.71301 124.27945 129.36038 137.92682 145.92419 151.00513 154.38902 159.46994 162.29494 168.60545 171.98935 176.50121 181.01308 183.83806 188.91899 192.30289 200.30026 205.23892 209.75079 214.26265 217.08765 222.16856 229.03798 234.11891 238.07187 240.89687 245.97778"
           y="0"
           sodipodi:role="line"
           id="tspan580">thewordline(WL)isdrivenbya5-bitfeaturevectorusing</tspan></text>
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         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,311.978,374.554)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text586"><tspan
           x="0 7.9872155 14.92776 21.868305 28.646261 34.662079 41.998936 47.079861 49.904854 52.729851 60.727226 63.552223 68.633148 76.620361 81.701286 84.526283 87.35128 90.735176 95.24704 99.758904 102.58389 105.40889 112.8372 116.79017 119.61516 124.69608 128.07999 136.07736 138.90236 143.98328 151.97049 157.05142 159.87642 164.95734 169.46921 172.8531 181.40938 188.74625 193.2581 196.0831 201.16402 206.24495 209.06995"
           y="0"
           sodipodi:role="line"
           id="tspan584">aDAC,whilethebit-cellsstorethebinaryweights</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,528.485,374.554)"
         style="font-variant:normal;font-weight:normal;font-size:9.9626px;font-family:CMSY10;-inkscape-font-specification:CMSY10;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text590"><tspan
           x="0"
           y="0"
           id="tspan588">±</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-1,536.233,374.554)"
         style="font-variant:normal;font-weight:normal;font-size:9.9626px;font-family:CMR10;-inkscape-font-specification:CMR10;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text594"><tspan
           x="0"
           y="0"
           id="tspan592">1</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,541.215,374.554)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text598"><tspan
           x="0 6.0158162 12.224708 17.305634"
           y="0"
           sodipodi:role="line"
           id="tspan596">.The</tspan></text>
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         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,311.978,362.599)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text602"><tspan
           x="0 5.0809259 7.905921 10.730916 14.114813 18.626675 23.138536 25.963531 33.269905 37.781765 42.86269 46.24659 49.630486 54.142349 59.223274 66.529648 69.354637 77.788979 82.300842 85.440849 88.814583 93.326447 97.83831 100.66331 103.24442 108.17291 112.68478 115.50977 125.07207 134.07547 139.1564 142.5403 147.62123 152.70215 157.78308 162.29494 169.6013 174.68224 182.54752 185.3725 190.45343 199.44667 204.28371 208.79558 211.62057 216.70149 225.69473 230.77567 238.64093 241.46593 246.54686"
           y="0"
           sodipodi:role="line"
           id="tspan600">bit-cellcurrentiseffectivelyaproductofthevalueofthe</tspan></text>
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         transform="matrix(0.98,0,0,-1,311.978,350.644)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text606"><tspan
           x="0 3.3175459 7.7409401 12.164334 14.933937 19.915237 23.232782 30.734621 35.566483 39.989876 44.413269 47.182873 52.164173 58.560162 62.983559 67.964859 76.024597 78.794205 83.775505 91.277344 96.009575 100.43297 103.20258 108.18388 115.68571 120.66701 127.063 129.8326 134.8139 142.31573 149.50874 153.93213 156.70174 161.68303 166.66434 172.52234 176.3978 179.1674 184.1487 187.46625 191.88963 199.94939 202.71898 210.77873 213.54832 218.52963 226.03146 231.01277 233.78238 236.55197 239.86952 244.29291 248.71631 251.48592 254.25551"
           y="0"
           sodipodi:role="line"
           id="tspan604">featurevectorandthevalueoftheweightstoredinthebit-cell;</tspan></text>
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         xml:space="preserve"
         transform="matrix(0.998,0,0,-1,311.978,338.689)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text610"><tspan
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           y="0"
           sodipodi:role="line"
           id="tspan608">thecurrentsfromthecolumnareaddedtogethertodischarge</tspan></text>
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         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,311.978,326.733)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text614"><tspan
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           y="0"
           sodipodi:role="line"
           id="tspan612">thebitline(BLorBLB).Acomparatoristhenusedtocompare</tspan></text>
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         transform="matrix(1,0,0,-0.98039216,311.978,314.778)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text618"><tspan
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           y="0"
           sodipodi:role="line"
           id="tspan616">theresultingdotproducttoathreshold,specifcallysign</tspan></text>
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         xml:space="preserve"
         transform="matrix(1,0,0,-0.99304866,311.978,302.823)"
         style="font-variant:normal;font-size:10.0323px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text622"><tspan
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           y="0"
           sodipodi:role="line"
           id="tspan620">thresholdingofthedifferentialbitlines.Duetothevariations</tspan></text>
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         xml:space="preserve"
         transform="matrix(0.98,0,0,-1,311.978,290.868)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text626"><tspan
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           y="0"
           sodipodi:role="line"
           id="tspan624">inthebitcell,thisisconsideredaweakclassifer,andboosting</tspan></text>
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         xml:space="preserve"
         transform="matrix(1,0,0,-0.98039216,311.978,278.913)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text630"><tspan
           x="0 2.8249948 10.883344 15.96427 20.476131 24.987993 30.06892 34.580784 43.77726 46.602253 55.788567 60.30043 65.381355 73.287277 78.368202 81.193199 86.274124 94.891373 97.71637 102.79729 111.41454 118.7514 123.26327 127.77512 136.9716 141.48346 144.30846 148.82033 152.77328 156.72624 159.55124 165.20123 169.71309 173.09698 181.15533 183.98033 193.16664 196.55054 201.63147 205.01537 217.03683 225.65408 229.60704 232.43204 235.81593 240.89687 245.97778"
           y="0"
           sodipodi:role="line"
           id="tspan628">isneededtocombinetheweakclassiferstoformastrong</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98911968,311.978,266.958)"
         style="font-variant:normal;font-size:10.0722px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text634"><tspan
           x="0 4.4720516 7.27212 11.744172 15.662253 19.580334 22.380404 27.980539 32.452591 39.291607"
           y="0"
           sodipodi:role="line"
           id="tspan632">classifer[</tspan></text>
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         xml:space="preserve"
         transform="matrix(1,0,0,-1,354.623,266.958)"
         style="font-variant:normal;font-size:9.9626px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text638"><tspan
           x="0 4.9812999"
           y="0"
           sodipodi:role="line"
           id="tspan636">68</tspan></text>
      <text
         xml:space="preserve"
         transform="matrix(1,0,0,-0.98911968,364.586,266.958)"
         style="font-variant:normal;font-size:10.0722px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text642"><tspan
           x="0 3.3540387 9.3570633 15.51117 20.547264 23.347334 30.750391 35.222443 40.258537 45.294632 48.64867 53.684765 58.156818 62.628868 71.14994 76.186035 78.734299 83.619308 88.091362 95.494423 100.53052"
           y="0"
           sodipodi:role="line"
           id="tspan640">].Thisapproachgives12</tspan></text>
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         transform="matrix(1,0,0,-1,470.157,266.958)"
         style="font-variant:normal;font-weight:normal;font-size:9.9626px;font-family:CMSY10;-inkscape-font-specification:CMSY10;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
         id="text646"><tspan
           x="0"
           y="0"
           id="tspan644">×</tspan></text>
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         xml:space="preserve"
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           id="tspan648">energysavingsover</tspan></text>
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           id="tspan652">readingthe1-bitweightsfromtheSRAM.</tspan></text>
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           id="tspan656">Recentworkhasalsoexploredtheuseofmixed-signal</tspan></text>
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           id="tspan660">circuitstoreducethecomputationcostoftheMAC.Itwas</tspan></text>
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         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           id="tspan664">shownin[</tspan></text>
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         transform="matrix(1,0,0,-0.98039216,370.98,219.017)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 9.115181 11.940176 17.021103 21.532965 30.089243 35.17017 39.682034 43.065929 46.449825 51.53075 54.91465 62.820568 65.645561 70.726486 81.548859 84.373856 89.454781 99.697929 108.73182 115.67236 128.18159 133.26253 137.21548 140.04048 145.12141 155.93362 159.88658 167.22343 170.04843 172.87343 177.38528 182.46622 186.97807"
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           id="tspan672">]thatperformingtheMACusingswitched</tspan></text>
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         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 4.5118623 9.0237246 14.10465 18.616512 23.128376 25.953369 28.778364 33.859291 37.243187 45.189754 49.701618 54.213482 63.298176 68.379105 76.894737 84.800652 89.881584 93.26548 101.77095 106.28281 111.36374 115.8756 119.07658 124.15751 129.23843 132.62233 137.13419 140.2742 145.91403 150.42589 153.25089 157.76276 162.84367 169.67244 172.49744 177.57837 182.09023 191.16476 196.24568 199.07068 204.15161 206.97661 209.80159 214.31346 221.14223 225.65408 228.47908 231.86298 236.37483 241.45576 244.28076 247.10576"
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           id="tspan676">capacitorscanbemoreenergy-effcientthandigitalcircuits</tspan></text>
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         transform="matrix(1,0,0,-0.98039216,311.978,195.107)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           id="tspan680">despiteADCandDACconversionoverhead.Accordingly,</tspan></text>
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         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           id="tspan684">thematrixmultiplicationcanbeintegratedintotheADCas</tspan></text>
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         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           id="tspan688">demonstratedin[</tspan></text>
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           id="tspan692">70</tspan></text>
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         transform="matrix(1,0,0,-0.98039216,395.584,171.197)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           x="0 3.3838968 9.7248926 17.06175 22.142675 26.654537 30.038435 38.35083 41.175823 46.256752 54.569145 62.475067 67.555992 71.508949 78.134483 82.08744 84.912437 89.993362 95.074287 97.899284 103.54927 108.06113 112.573 117.65392 124.27945 129.36038 132.18536 135.01036 142.76385 147.84479 155.02922 157.8542 162.93513"
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           id="tspan696">],wherethemostsignifcantbitsofthe</tspan></text>
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           id="tspan700">multiplicationsforAdaboostclassifcationareperformedusing</tspan></text>
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           id="tspan704">switchedcapacitorsinan8-bitsuccessiveapproximationformat.</tspan></text>
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           y="0"
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           id="tspan708">Thisisextendedin[</tspan></text>
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         transform="matrix(1,0,0,-0.98039216,408.25,135.331)"
         style="font-variant:normal;font-size:10.1619px;font-family:'Nimbus Roman';-inkscape-font-specification:NimbusRomNo9L-Regu;writing-mode:lr-tb;fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:none"
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           id="tspan720">butalsotheaccumulationintheanalogdomain.Itisassumed</tspan></text>
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           id="tspan728">andinputvectors,respectively.Thisenablesthecomputation</tspan></text>
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           id="tspan732">tomoveclosertothesensorandreducesthenumberofADC</tspan></text>
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         transform="matrix(1,0,0,-1,311.978,75.555)"
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           id="tspan736">conversionsby21</tspan></text>
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           id="tspan740">×</tspan></text>
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