摘要
Aiming at the problem that the process of gesture recognition based on color image is greatly affected by environmental factors such as lighting, a gesture intent understanding method based on the fusion of Red-Green-Blue (RGB) data and depth data is proposed. Firstly, the gesture feature extraction based on the Speeded Up Robust Feature (SURF) method after foreground segmentation are used to get gesture information. Then, we apply Backpropagation (BP) neural network to classify and recognize gestures. The final recognition results are obtained through data fusion from recognition results based on both RGB images and depth images. We evaluated the effectiveness of the proposed method through ChaLearn Gesture Database.
| 源语言 | 英语 |
|---|---|
| 主期刊名 | Proceedings of the 37th Chinese Control Conference, CCC 2018 |
| 编辑 | Xin Chen, Qianchuan Zhao |
| 出版商 | IEEE Computer Society |
| 页 | 9556-9559 |
| 页数 | 4 |
| ISBN（电子版） | 9789881563941 |
| DOI | |
| 出版状态 | 已出版 - 5 10月 2018 |
| 已对外发布 | 是 |
| 活动 | 37th Chinese Control Conference, CCC 2018 - Wuhan, 中国 期限: 25 7月 2018 → 27 7月 2018 |
出版系列
| 姓名 | Chinese Control Conference, CCC |
|---|---|
| 卷 | 2018-July |
| ISSN（印刷版） | 1934-1768 |
| ISSN（电子版） | 2161-2927 |
会议
| 会议 | 37th Chinese Control Conference, CCC 2018 |
|---|---|
| 国家/地区 | 中国 |
| 市 | Wuhan |
| 时期 | 25/07/18 → 27/07/18 |
指纹
探究 'Gesture Intention Understanding Based on Depth and RGB Data' 的科研主题。它们共同构成独一无二的指纹。引用此
Feng, Y., Chcn, L., Su, W., & Hirota, K. (2018). Gesture Intention Understanding Based on Depth and RGB Data. 在 X. Chen, & Q. Zhao (编辑), Proceedings of the 37th Chinese Control Conference, CCC 2018 (页码 9556-9559). 文章 8483387 (Chinese Control Conference, CCC; 卷 2018-July). IEEE Computer Society. https://doi.org/10.23919/ChiCC.2018.8483387