A Data-Driven and Biologically Inspired Preprocessing Scheme to Improve Visual Object Recognition

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="11"><hr/></td></tr><tr class="thead"><td class="align_left">Category</td><td class="align_center">Motorbikes</td><td class="align_center">Helicopter</td><td class="align_center">Wrench</td><td class="align_center">Revolver</td><td class="align_center">Saxophone</td><td class="align_center">Inline skate</td><td class="align_center">Scorpion</td><td class="align_center">Menorah</td><td class="align_center">Mandolin</td><td class="align_center">Windsor chair</td></tr><tr><td class="thead-hr" colspan="11"><hr/></td></tr><tr><td class="align_left">Accuracy (%)</td><td class="align_center">95</td><td class="align_center">93</td><td class="align_center">93</td><td class="align_center">91</td><td class="align_center">91</td><td class="align_center">90</td><td class="align_center">90</td><td class="align_center">90</td><td class="align_center">89</td><td class="align_center">88</td></tr><tr class="table-tr"><td colspan="11"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>The first ten best-classified categories utilizing the Caltech-101 database.</div>

Computational Intelligence and Neuroscience

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Table 3

Table 3: A Data-Driven and Biologically Inspired Preprocessing Scheme to Improve Visual Object Recognition 