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| 1 | Multi-modal Gesture Recognition using Integrated Model of Motion, Audio and Video显示文摘Gesture recognition is used in many practical applications such as human-robot interaction, medical rehabilitation and sign language. With increasing motion sensor development, multiple data sources have become available, which leads to the rise of multi-modal gesture recognition. Since our previous approach to gesture recognition depends on a unimodal system, it is difficult to classify similar motion patterns. In order to solve this problem, a novel approach which integrates motion, audio and video models is proposed by using dataset captured by Kinect. The proposed system can recognize observed gestures by using three models. Recognition results of three models are integrated by using the proposed framework and the output becomes the final result. The motion and audio models are learned by using Hidden Markov Model. Random Forest which is the video classifier is used to learn the video model. In the experiments to test the performances of the proposed system, the motion and audio models most suitable for gesture recognition are chosen by varying feature vectors and learning methods. Additionally, the unimodal and multi-modal models are compared with respect to recognition accuracy. All the experiments are conducted on dataset provided by the competition organizer of MMGRC, which is a workshop for Multi-Modal Gesture Recognition Challenge. The comparison results show that the multi-modal model composed of three models scores the highest recognition rate. This improvement of recognition accuracy means that the complementary relationship among three models improves the accuracy of gesture recognition. The proposed system provides the application technology to understand human actions of daily life more precisely. | GOUTSU Yusuke KOBAYASHI Takaki OBARA Junya KUSAJIMA Ikuo TAKEICHI Kazunari TAKANO Wataru NAKAMURA Yoshihiko | 2015 | Chinese Journal of Mechanical Engineering2015，28，4： | 3 |
| 2 | Immunoglobulin G4-related inflammatory pseudotumor of the lung 显示文摘 | Toge M Segawa M Kusajima Y | 2012 | Kyobu Geka2012，65，7： | 1 |
| 3 | Simultaneous cardiac operations with pulmonary resection for lung carcinoma显示文摘 | Kiyofumi Morishita Nobuyoshi Kawaharada Toshiaki Watanabe Ryuji Koshima Yasuaki Fujisawa Atsushi Watanabe Katsuyuki Kusajima Tokuo Koshino Jyouji Fukada Tomio Abe | 2001 | The Japanese Journal of Thoracic and Cardiovascular Surgery2001，，12： | 1 |
| 4 | Acute respiratory failure with gross hemoptysis in a patient with lymphangio- leiomyomatosis as part of tuberous sclerosis complex 显示文摘 | Yamamoto K Anzai F Kusajima K | 2004 | In- tern Med2004，43，： | 1 |
| 5 | Uptake and intracellular activity of AM- 1155 in phagocytic cells显示文摘 | Kusajima H Hosaka M | 1996 | Antimicrob Agents Chemother1996，40，12： | 1 |
| 6 | Uptake and intracellular activity of fleroxacin in phagocytic cells 显示文摘 | Yamamoto T Kusajima H Hosaka M | 1995 | Chemotherapy1995，41，5： | 1 |
| 7 | Phototoxicity of gatifloxacin, a new quinolone, and its related drugs in guiea pigs显示文摘 | ISHIDA R UCHIDA H | 1998 | Jpn Pharmacol Ther1998，26，10： | 1 |
| 8 | A study of arrhymia following pulomonary operation in patients with bronchogenic carcinoma显示文摘 | Tanaka A Kusajima K Kawaharada N | 2002 | Nippon Kgobu Geka Gakkai Zasshi2002，40，8： | 1 |
| 9 | Reoperative double ventricular outflow tract reconstruction in grown-up congenital heart disease patients with conotruucal anomalies显示文摘 | Kusajima K Hoashi T Kagisaki K | 2015 | Gen Thorac Card- iovasc Surg2015，63，11： | 1 |
| 10 | Change of immunity in the patients under going surgery for esophageal carcinoma 显示文摘 | Watanabe A Kusajima K Kawaharada N | 1992 | Nippon kyobu Gekkai Zasshi1992，40，4： | 1 |
| 11 | Suppressive effect of abscisic acid on systemic acquired resistance in tobacco plants显示文摘 | Miyuki Kusajima Michiko Yasuda Akiko Kawashima | | 0，，76： | 1 |
| 12 | Clinical study on thymona:assessment of prognostic factors显示文摘 | Sassa K Mizushima Y Kusajima Y | 1996 | Aniticancer Res1996，16，： | 1 |
| 13 | Clinical study on thymoma : assessment of prognostic factors 显示文摘 | Sassa K Mizushima Y Kusajima Y | 1996 | Anticancer Res1996，16，： | 1 |
| 14 | 查看详情显示文摘 | Watanabe A Kawaharada N Kusajima K | | 0，，： | 1 |
| 15 | Phototoxicity of gatifloxacin, a new quinolone,and its related drugs in guiea pigs显示文摘 | Kusajima H Ishida R Uchida H | 1998 | Jpn Pharmacol Ther1998，26，10： | 1 |
| 16 | Single and multiple-dose pharmacokinetics of AM-1155, a new 6-fluoro-8-methoxy quinolone in humans显示文摘 | Nakashima M Uematsuge K Kusajima H | 1995 | Antimicrob Agents Chemother1995，39，12： | 1 |
| 17 | Simultaneous cardiac operations with pulmonary resection for lung carcinoma显示文摘 | Kiyofumi Morishita Nobuyoshi Kawaharada Toshiaki Watanabe Ryuji Koshima Yasuaki Fujisawa Atsushi Watanabe Katsuyuki Kusajima Tokuo Koshino Jyouji Fukada Tomio Abe | 2001 | The Japanese Journal of Thoracic and Cardiovascular Surgery2001，，12： | 1 |
| 18 | A study of arrhymiaing pulomonary operation in patients with bronchogenic carcinoma显示文摘 | Tanaka A Kusajima K Kawaharada N | 2002 | Nippon Kgobu Geka Gakkai Zasshi2002，40，8： | 1 |
| 19 | Uptake and intracellular activity AM-1155 in phagocytic cells显示文摘 | YAMAMOTO T KUSAJIMA H HOSAKA M | 1996 | Antimicrob Agents Chemother1996，40，12： | 1 |
| 20 | Acute respiratory failure with gross hemoptysis in a patient with lymphangioleiomyomatosis as part of tuberous sclerosis complex显示文摘 | Yamamoto K Anzai F Kusajima K | 2004 | Intern Med2004，43，8： | 1 |
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