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  • 學位論文

即時性連續手勢追蹤與辨識

Real Time Tracking and Recognition for Continuous Gestures

指導教授 : 張厥煒

摘要


利用手勢辨識可協助無人看護或行動不便人士等對周遭設備(如電腦和電器)的操作。本論文針對連續手勢提出一套辨識方法。利用顏色的屬性追蹤手勢及做出手勢切割。先以Central Moments的方法求得特徵向量,再利用隱藏式馬可夫模型進行複雜背景下一至多種手勢的辨識。本論文所提方法,可使電腦具有更便利、省人工和人性化之辨識方法。

並列摘要


People with disabilities can operate Machines and Computers with the help of hand gesture recognition. This thesis proposed a method for hand gesture recognition. Detecting and segmentation human hand are finished by the color attribute. We use Central Moments as the shape feature, and recognize gesture under complex environment through hidden markov model. The method we proposed make users interact with machines more convenient, humanistic and easily.

參考文獻


[1]. K. Abe, H. Saito, and S. Ozawa, “Virtual 3-D interface system via hand motion recognition from two cameras,” IEEE Trans. on Systems, Man, and Cybernetics-Part A, Vol.32, No.4, pp.536-540, July 2002.
[2]. M. S. Arulampalam, S. Maskell, N. Gordon, and T. Clapp, “A tutorial on particle filters for online nolinear/non-gaussian Bayesian tracking,” IEEE Trans. on Signal Processing, pp. 174-188, Vol. 50, No. 2, 2002.
[3]. V. Athitsos and S. Sclaroff, “An appearance-based framework for 3D hand shape classification and camera viewpoint estimation,” Proc. IEEE Int. Conf. Automatic Face and Gesture Recognition, pp. 45-50, 2002.
[6]. D. Comaniciu, V. Ramesh, and P. Meer, “Real-time tracking of non-rigid objects using mean shift,” Proc. IEEE Int. Conf. Computer Vision and Pattern Recognition, pp. 142-149, 2000.
[7]. B. Han, D. Comaniciu, Y. Zhu, and L. Davis, “Incremental density approximation and kernel-based Bayesian filtering for object tracking,” Proc. IEEE Int. Conf. Computer Vision and Pattern Recognition, pp. 638-644, Vol. 1, 2004.

被引用紀錄


曾鈺琳(2012)。以電腦視覺辨識雙手姿勢為基礎的二維控制介面〔碩士論文,國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2012.00151
呂緯昱(2010)。具有現場膚色偵測以指尖與夾角為基礎的手勢辨識方法〔碩士論文,國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2010.00129
盧晨皓(2009)。即時多重移動物體追蹤系統之設計〔碩士論文,國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2009.00191
陳良傑(2008)。應用階層式手勢模型的連續手勢追蹤與辨識〔碩士論文,國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2008.00551
戴郁芳(2015)。懸浮手勢於行動裝置之研究〔碩士論文,國立臺中科技大學〕。華藝線上圖書館。https://doi.org/10.6826/NUTC.2015.00041

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