Heterogeneous Hadoop Cluster-Based Image Processing Workload Distribution Framework between CPU and GPU

<table class="table-group" id="tab8"><tr><td><table class="table"><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr class="thead"><td class="align_left">Image resolution</td><td class="align_center">HIPI</td><td class="align_center">HIPI + GPU</td><td class="align_center">Hadoop + GPU</td><td class="align_center">Proposed approach (Hadoop + GPU)</td></tr><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr><td class="align_left">1024 × 768</td><td class="align_center">7</td><td class="align_center">10</td><td class="align_center">7</td><td class="align_center">3</td></tr><tr><td class="align_left">1600 × 900</td><td class="align_center">11</td><td class="align_center">8</td><td class="align_center">7</td><td class="align_center">5</td></tr><tr><td class="align_left">1920 × 1080</td><td class="align_center">8</td><td class="align_center">15</td><td class="align_center">11</td><td class="align_center">5</td></tr><tr><td class="align_left">2560 × 1440</td><td class="align_center">16</td><td class="align_center">12</td><td class="align_center">8</td><td class="align_center">5</td></tr><tr class="table-tr"><td colspan="5"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Time comparison between proposed approach (Hadoop + GPU) and existing platforms (milliseconds).</div>

Scientific Programming

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Table 8

Table 8: Heterogeneous Hadoop Cluster-Based Image Processing Workload Distribution Framework between CPU and GPU 