Deep Learning Techniques for Spanish Sign Language Interpretation

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Architecture</td><td class="align_center">Time per frame (secs)</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">VGG-16</td><td class="align_center">0.06389</td></tr><tr><td class="align_left">Inception V3</td><td class="align_center">0.01976</td></tr><tr><td class="align_left">Xception</td><td class="align_center">0.04341</td></tr><tr><td class="align_left">ResNet50</td><td class="align_center">0.03587</td></tr><tr><td class="align_left">EfficientNetB3</td><td class="align_center">0.04339</td></tr><tr><td class="align_left">LSE-CNN1</td><td class="align_center">0.03187</td></tr><tr><td class="align_left">LSE-CNN2</td><td class="align_center">0.00675</td></tr><tr><td class="align_left">LSE-CNN3</td><td class="align_center"><b>0.00199</b></td></tr><tr><td class="align_left">LSE-RNN1</td><td class="align_center"><b>0.00043</b></td></tr><tr><td class="align_left">LSE-RNN2</td><td class="align_center">0.03758</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Computational cost per image when running on an Intel(R) Core(TM) i7-8700 CPU at 3.20 GHz with GeForce RTX 2080 Ti.</div>

Computational Intelligence and Neuroscience

Deep Learning Techniques for Spanish Sign Language Interpretation

Table 3