使用有限状态机控制增强基于外观的手指检测和跟踪

IF 0.9 4区 计算机科学 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Journal of Internet Technology Pub Date : 2020-07-01 DOI:10.3966/160792642020072104017
Noorkholis Luthfil Hakim, T. Shih, Lin Hui
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引用次数: 0

摘要

实时手指检测和跟踪系统在过去十年中发展迅速。其中,基于外观的方法和基于模型的方法取得了很好的效果。然而,遮挡问题是该领域的主要挑战之一。在本研究中,我们通过考虑吉他弹奏或手偶的重复有限手势来解决这个问题,并使用有限状态机模型表示。在此基础上,提出了一种基于FSM模型和基于外观方法的手指姿态跟踪系统。该系统由两部分组成:FSM- ft生成器创建FSM手,FSM- ft流道控制FSM- ft系统。在实证研究中,我们进行了一个样本重复手势的实验研究,我们的方法在测试阶段达到了82%的显著性识别率。
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Enhanced appearance-based finger detection and tracking using finite state machine control
Real-time finger detection and tracking systems have been growing rapidly in the past decade. Among those methods, Appearance-based and Model-based methods have produced excellent results. However, the occlusion issue is one of the main challenges in this field. In this study, we address this issue by considering the repeating-finite gestures of a guitar-strumming or a hand puppet and, represent using a Finite State Machine model. Also we proposed a novel finger pose tracking system using FSM Model combining with the appearance-based method.. The proposed system consists of two parts: FSM-FT builder creates the FSM hand, and the FSM-FT runner controls the FSM-FT system. Empirically, we conducted an experimental study involving one sample repeating hand gesture and our approach achieved a significance recognition rate of 82% in the testing phase.
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来源期刊
Journal of Internet Technology
Journal of Internet Technology COMPUTER SCIENCE, INFORMATION SYSTEMS-TELECOMMUNICATIONS
CiteScore
3.20
自引率
18.80%
发文量
112
审稿时长
13.8 months
期刊介绍: The Journal of Internet Technology accepts original technical articles in all disciplines of Internet Technology & Applications. Manuscripts are submitted for review with the understanding that they have not been published elsewhere. Topics of interest to JIT include but not limited to: Broadband Networks Electronic service systems (Internet, Intranet, Extranet, E-Commerce, E-Business) Network Management Network Operating System (NOS) Intelligent systems engineering Government or Staff Jobs Computerization National Information Policy Multimedia systems Network Behavior Modeling Wireless/Satellite Communication Digital Library Distance Learning Internet/WWW Applications Telecommunication Networks Security in Networks and Systems Cloud Computing Internet of Things (IoT) IPv6 related topics are especially welcome.
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