Knowledge Commons of Institute of Automation,CAS
Hand posture recognition with co-training | |
Yikai Fang; Jian Cheng; Jinqiao Wang; Kongqiao Wang; Jing Liu; Hanqing Lu | |
2008 | |
会议名称 | International Conference on Pattern Recognition |
会议录名称 | 无 |
会议日期 | December 8-11, 2008 |
会议地点 | Tampa, Florida, USA |
摘要 | As an emerging human-computer interaction approachvision based hand interaction is more natural and efficient. Howeverin order to achieve high accuracy, most of the existing hand posture recognition methods need a large number of labeled samples which is expensive or unavailable in practice. In this paper, a co-training based method is proposed to recognize different hand postures with a small quantity of labeled data. Hand postures examples are represented with different features and disparate classifiers are trained simultaneously with labeled data. Then the semi-supervised learning treats each new posture as unlabeled data and updates the classifiers in a cotraining framework. Experiments show that the proposed method outperforms the traditional methods with much less labeled examples. |
关键词 | 无 |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/13451 |
专题 | 紫东太初大模型研究中心_图像与视频分析 |
通讯作者 | Jian Cheng |
推荐引用方式 GB/T 7714 | Yikai Fang,Jian Cheng,Jinqiao Wang,et al. Hand posture recognition with co-training[C],2008. |
条目包含的文件 | 条目无相关文件。 |
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