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基于数理统计特征的人机交互图像手势识别
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作者 邹灵果 张美花 《黑龙江工业学院学报(综合版)》 2024年第1期97-104,共8页
在人机交互领域中手势识别的应用前景十分广阔,在诸多领域中均为人类带来了无限便利。基于数理统计特征设计一种人机交互图像手势识别方法,实现了基于数理统计特征的手势信息获取与基于识别结果的人机交互。对人机交互图像实施图像灰度... 在人机交互领域中手势识别的应用前景十分广阔,在诸多领域中均为人类带来了无限便利。基于数理统计特征设计一种人机交互图像手势识别方法,实现了基于数理统计特征的手势信息获取与基于识别结果的人机交互。对人机交互图像实施图像灰度化处理、二值化处理、平滑处理、边缘检测和轮廓提取处理等一系列预处理。通过OpenCV提取二值化人机交互图七个具有尺度不变性、旋转不变性、平移不变性的Hu矩,前四个矩描述手势的图像椭圆、主轴方向角、面积、旋转半径这四个物理量,后三个矩描述的是图像对称性、重心、中心距。基于Darknet-19改进YOLO-V2网络的骨干网络,使模型能够预测的anchor box数量达到16×16×N个。基于改进YOLO-V2网络设计手势识别模型,模型的输入为人机交互图、提取的手势轮廓与Hu矩,实现交互图像手势识别。测试结果表明,设计方法在室内和室外的手势识别准确率均较高,通过该方法的手势识别结果能够实现人机交互。 展开更多
关键词 HU矩 灰度图像 OPENCV 人机交互图像 改进YOLO-V2 网络手势识别
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Active Appearance Model Based Hand Gesture Recognition 被引量:1
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作者 滕晓龙 于威威 刘重庆 《Journal of Donghua University(English Edition)》 EI CAS 2005年第4期67-71,共5页
This paper addresses the application of hand gesture recognition in monocular image sequences using Active Appearance Model (AAM), For this work, the proposed algorithm is composed of constricting AAMs and fitting t... This paper addresses the application of hand gesture recognition in monocular image sequences using Active Appearance Model (AAM), For this work, the proposed algorithm is composed of constricting AAMs and fitting the models to the interest region. In training stage, according to the manual labeled feature points, the relative AAM is constructed and the corresponding average feature is obtained. In recognition stage, the interesting hand gesture region is firstly segmented by skin and movement cues. Secondly, the models are fitted to the image that includes the hand gesture, and the relative features are extracted. Thirdly, the classification is done by comparing the extracted features and average features. 30 different gestures of Chinese sign language are applied for testing the effectiveness of the method. The Experimental results are given indicating good performance of the algorithm. 展开更多
关键词 human-machine interaction hand gesture recognition AAM sign language.
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Fingerspelling Recognition by Hand Shape Using Higher-Order Local Auto-Correlation Features
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作者 Yoshihiro Mitani Takuya Kanemura +1 位作者 Yusuke Fujita Yoshihiko Hamamoto 《Computer Technology and Application》 2012年第12期784-788,共5页
The fingerspelling recognition by hand shape is an important step for developing a human-computer interaction system. A method of fingerspelling recognition by hand shape using HLAC (higher-order local auto-correlat... The fingerspelling recognition by hand shape is an important step for developing a human-computer interaction system. A method of fingerspelling recognition by hand shape using HLAC (higher-order local auto-correlation) features is proposed. Furthermore, in order to use HLAC features more effectively, the use of image processing techniques: reducing an image resolution, dividing an image, and image pre-processing techniques, is also proposed. The experimental results show that the proposed method is promising. 展开更多
关键词 Image processing techniques fingerspelling recognition HLAC (higher-order local auto-correlation) features.
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Design and Implementation of User Centered Interface on Mobile Phone
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作者 Hoa-minh LE Kwang-jin HONG Kee-chul JUNG 《Journal of Measurement Science and Instrumentation》 CAS 2010年第4期330-333,共4页
Mobile device research has been increasing rapidly in Human Computer Interaction (HCI) recently. Following this trend, this paper proposes a user-centered interface, which has been designed, completely installed and... Mobile device research has been increasing rapidly in Human Computer Interaction (HCI) recently. Following this trend, this paper proposes a user-centered interface, which has been designed, completely installed and independently run on a mobile phone. Video signal is steamed through its camera as the image input to the interface by employing techniques of image processing, computer vision and graphics to identify automatically absolute positions of human face, neck and two hands. A paradigm is also put up theoretically. And it embeds this interface to perceive the human postures and convert them into relaxed comic character according to its context. 展开更多
关键词 user-centered interface human postures comic character
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