{"title":"利用KL扩展图像序列的实时手势识别","authors":"Takahiro Watanabe, M. Yachida","doi":"10.1109/IROS.1997.655127","DOIUrl":null,"url":null,"abstract":"This paper presents a method of real time gesture recognition from image sequences. Real time gesture recognition is required for man machine interfaces and many multimedia applications. Our method recognizes a user's gesture in a low dimensional 'gesture space' which is constituted by Karhunen-Loeve (KL) expansion of model image sequences. We first segment a human part image in real time using the maskable template model which is an improved template matching method for gesture recognition. The segmented image sequence is represented as a gesture curve in the gesture space, and gesture is recognized by analyzing the curve. Using our method, we realize a real time interactive system, the Virtual Conductor System, which can control music played by a computer using gesture recognition results and indicates the usefulness of our method.","PeriodicalId":408848,"journal":{"name":"Proceedings of the 1997 IEEE/RSJ International Conference on Intelligent Robot and Systems. Innovative Robotics for Real-World Applications. IROS '97","volume":"41 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1997-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Real-time gesture recognition using KL expansion of image sequence\",\"authors\":\"Takahiro Watanabe, M. Yachida\",\"doi\":\"10.1109/IROS.1997.655127\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper presents a method of real time gesture recognition from image sequences. Real time gesture recognition is required for man machine interfaces and many multimedia applications. Our method recognizes a user's gesture in a low dimensional 'gesture space' which is constituted by Karhunen-Loeve (KL) expansion of model image sequences. We first segment a human part image in real time using the maskable template model which is an improved template matching method for gesture recognition. The segmented image sequence is represented as a gesture curve in the gesture space, and gesture is recognized by analyzing the curve. Using our method, we realize a real time interactive system, the Virtual Conductor System, which can control music played by a computer using gesture recognition results and indicates the usefulness of our method.\",\"PeriodicalId\":408848,\"journal\":{\"name\":\"Proceedings of the 1997 IEEE/RSJ International Conference on Intelligent Robot and Systems. Innovative Robotics for Real-World Applications. IROS '97\",\"volume\":\"41 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1997-09-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 1997 IEEE/RSJ International Conference on Intelligent Robot and Systems. Innovative Robotics for Real-World Applications. IROS '97\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IROS.1997.655127\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 1997 IEEE/RSJ International Conference on Intelligent Robot and Systems. Innovative Robotics for Real-World Applications. IROS '97","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IROS.1997.655127","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Real-time gesture recognition using KL expansion of image sequence
This paper presents a method of real time gesture recognition from image sequences. Real time gesture recognition is required for man machine interfaces and many multimedia applications. Our method recognizes a user's gesture in a low dimensional 'gesture space' which is constituted by Karhunen-Loeve (KL) expansion of model image sequences. We first segment a human part image in real time using the maskable template model which is an improved template matching method for gesture recognition. The segmented image sequence is represented as a gesture curve in the gesture space, and gesture is recognized by analyzing the curve. Using our method, we realize a real time interactive system, the Virtual Conductor System, which can control music played by a computer using gesture recognition results and indicates the usefulness of our method.