文章詳目資料
Journal of Computers EIMEDLINEScopus
加入收藏
下載文章
| 篇名 | Human Gesture Recognition Based on Millimeter-Wave Radar Using Improved C3D Convolutional Neural Network |
|---|---|
| 卷期 | 34:3 |
| 作者 | Wei Li 、 Yang Gao 、 Jun Chen 、 Si-Yi Niu 、 Jia-Hao Jiang 、 Qi Li |
| 頁次 | 001-018 |
| 關鍵字 | millimeter wave radar 、 gesture recognition 、 deep learning 、 EI 、 MEDLINE 、 Scopus |
| 出刊日期 | 202306 |
| DOI | 10.53106/199115992023063403001 |
中文摘要
英文摘要
In this paper, we propose a time sequential IC3D convolutional neural network approach for hand gesture recognition based on frequency modulated continuous wave (FMCW) radar. Firstly, the FMCW radar is used to collect the echoes of human hand gestures. A two-dimensional fast Fourier transform calculates the range and velocity information of hand gestures in each frame signal to construct the Range-Doppler heat map dataset of hand gestures. Then, we design an IC3D network for feature extraction and classification of the dynamic gesture heat map. Finally, the experiment results show that the gesture recognition system designed in this paper effectively solves the problems of the difficulty of human gesture feature extraction and low utilization of time series information, and the average recognition accuracy rate can reach more than 99.8%.
本卷期文章目次
- A Recognition Method of Ceramic Microcosmic Images Based on SURF and Blockchain / You-Dong Wang、Xing Xu、Xi-En Cheng
- Ensemble Learning Network for Handwritten Digit Recognition Based on Fusion Optimized CNN / Li Cui、Ting-Xuan Chen、Ying-Qing Xia、Xia Cao、Ling Wu
- Fault Diagnosis of Train Body Sign Abnormal Pattern with Deep Learning Based Target Detection / Yuanjiang Hu、Aisen Yang、Zonghong Zhang、Na Qin
- EEG Emotion Recognition Method Based on 3D Feature Map and Improved DenseNet / Jing-Ran Su、Qiu-Sheng Li、Qian-Li Zhang、Jun-Yong Hu
- A Dynamic Task Assignment Optimization Method for Multi-AGV System Based on Genetic Algorithm / Shuan-Jun Song、Long-Guang Peng、Jie Zhang、Zhen Liu