Examining Classifiers Applied to Static Hand Gesture Recognition in Novel Sound Mixing System

Context aware 3D gesture recognition for games and virtual reality

“…These features are then fed into a SVM for gesture recognition. Other work that has explored the use of decision forests for 3D gesture recognition include [Fothergill et al 2012;Keskin et al 2012;Lech et al 2013]. …”

An introduction to 3D gestural interfaces

“…Wu et al compared their frame-based descriptor and multi-class SVM to dynamic time warping, a naive Bayes classifier, C4.5 decision trees, and HMMs and showed their approach has better performance compared to the other methods for both user dependent (95.2%) and user independent cases (89.3%) for 12 gestures [Wu et al 2009]. Lech et al compared a variety of different recognition systems for building a sound mixing gestural interface [Lech et al 2013]. They compared a nearest neighbor algorithm with nested generalization, naive Bayes, C4.5 decision trees, random trees, decision forests, neural networks, and SVMs on a set of four gestures and found the SVM to be the best approach for their application.…”

3D Gestural Interaction: The State of the Field

“…These features are then fed into a SVM for gesture recognition. Other work that has explored the use of decision forests for 3D gesture recognition include [110,117,118].…”

“…Wu et al compared their frame-based descriptor and multiclass SVM to dynamic time warping, a naive Bayes classifier, C4.5 decision trees, and HMMs and showed their approach has better performance compared to the other methods for both user dependent (95.2%) and user independent cases (89.3%) for 12 gestures [100]. Lech et al compared a variety of different recognition systems for building a sound mixing gestural interface [118]. They compared the nearest neighbor algorithm with nested generalization, naive Bayes, C4.5 decision trees, random trees, decision forests, neural networks, and SVMs on a set of four gestures and found the SVM to be the best approach for their application.…”