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

<table class="table-group" id="tab5"><tr><td><table class="table"><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr class="thead"><td class="align_left">Resolution of image</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">221</td><td class="align_center">184</td><td class="align_center">149</td><td class="align_center">97</td></tr><tr><td class="align_left">1600 × 900</td><td class="align_center">260</td><td class="align_center">225</td><td class="align_center">192</td><td class="align_center">133</td></tr><tr><td class="align_left">1920 × 1080</td><td class="align_center">442</td><td class="align_center">371</td><td class="align_center">269</td><td class="align_center">172</td></tr><tr><td class="align_left">2560 × 1440</td><td class="align_center">686</td><td class="align_center">489</td><td class="align_center">342</td><td class="align_center">191</td></tr><tr class="table-tr"><td colspan="5"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Average execution time (milliseconds) for proposed approach (Hadoop + GPU) vs existing platforms.</div>

Scientific Programming

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Table 5

Table 5: Heterogeneous Hadoop Cluster-Based Image Processing Workload Distribution Framework between CPU and GPU 