Supervised Machine Learning Hand Gesture Classification in VR for Immersive Training

被引:0
作者
Bahceci, Ozkan [1 ]
Pena-Rios, Anasol [1 ]
Buckingham, Gavin [2 ]
Conway, Anthony [1 ]
机构
[1] BT Res Labs, Suffolk, England
[2] Univ Exeter, Exeter, Devon, England
来源
2022 IEEE CONFERENCE ON VIRTUAL REALITY AND 3D USER INTERFACES ABSTRACTS AND WORKSHOPS (VRW 2022) | 2022年
关键词
Virtual reality; machine learning; classification;
D O I
10.1109/VRW55335.2022.00225
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The fast adoption of immersive wearables evidences the need for more intuitive interaction methods between virtual environments and their users. Advances in wearables are making in-built real-time hand tracking mechanisms more common. However, wearable providers only include limited gestures available for developer use. This limits their use for VR-based training solutions, where users need to complete tasks that mimic real-world activities as much as possible to gain valuable insights on those tasks. We present a virtual reality application that collects data on hand characteristics and analyses the collected data to identify hand gestures towards achieving a more natural interaction.
引用
收藏
页码:739 / 740
页数:2
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