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

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr class="thead"><td class="align_left">Image resolution</td><td class="align_center">CPU</td><td class="align_center">GPU</td></tr><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr><td class="align_left">1024 × 768</td><td class="align_center">81</td><td class="align_center">42</td></tr><tr><td class="align_left">1600 × 900</td><td class="align_center">110</td><td class="align_center">50</td></tr><tr><td class="align_left">1920 × 1080</td><td class="align_center">236</td><td class="align_center">61</td></tr><tr><td class="align_left">2560 × 1440</td><td class="align_center">382</td><td class="align_center">69</td></tr><tr class="table-tr"><td colspan="3"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Variations in execution time (milliseconds) for CPU and GPU for edge detection.</div>

Scientific Programming

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Table 3

Table 3: Heterogeneous Hadoop Cluster-Based Image Processing Workload Distribution Framework between CPU and GPU 