TY  - CHAP
U1  - Konferenzveröffentlichung
A1  - Kopinski, Thomas
A1  - Geisler, Stefan
A1  - Caron, Louis-Charles
A1  - Gepperth, Alexander
A1  - Handmann, Uwe
T1  - A real-time applicable 3D gesture recognition system for automobile HMI
T2  - 17th International IEEE Conference on Intelligent Transportation Systems (ITSC)
N2  - We present a system for 3D hand gesture recognition based on low-cost time-of-flight(ToF) sensors intended for outdoor use in automotive human-machine interaction. As signal quality is impaired compared to Kinect-type sensors, we study several ways to improve performance when a large number of gesture classes is involved. Our system fuses data coming from two ToF sensors which is used to build up a large database and subsequently train a multilayer perceptron (MLP). We demonstrate that we are able to reliably classify a set of ten hand gestures in real-time and describe the setup of the system, the utilised methods as well as possible application scenarios.
Y1  - 2014
UR  - https://ieeexplore.ieee.org/abstract/document/6958109/authors#authors
ER  -