A Novel Hybrid Deep Learning Architecture for Dynamic Hand Gesture Recognition
David Richard Tom Hax,
Pascal Penava,
Samira Krodel
et al.
Abstract:Hand gestures are a form of natural communication used in human-computer interaction, however, when gestures are video-based, extraction of features for classification is complex. Current machine learning models struggle to achieve high accuracies when using videos recorded in realistic environments. In this work, we propose a hybrid architecture consisting of a recurrent neural network (RNN), including a long short-term memory layer, on top of a convolutional neural network, to recognize dynamic hand gestures… Show more
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