The advancement of both the fields Computer Vision (CV) and Artificial Neural Networks (ANNs) has enabled development effective automatic systems for analyzing human behavior. It is possible to recognize gestures, which are frequently used by people communicate information non-verbally, studying hand movements. So, main contribution this research collected dataset, taken from open-source videos...