文章詳目資料
Journal of Computers EIMEDLINEScopus
加入收藏
下載文章
| 篇名 | Application of Knowledge Distillation in Representation Learning Person Re-identification Model |
|---|---|
| 卷期 | 31:2 |
| 作者 | Chang Liu 、 Hang Ma 、 Jun-Jie Jin 、 Xin-Lun Zhou 、 Wen-Bai Chen |
| 頁次 | 277-286 |
| 關鍵字 | deep neural network 、 knowledge distillation 、 person Re-ID 、 representation learning 、 EI 、 MEDLINE 、 Scopus |
| 出刊日期 | 202004 |
| DOI | 10.3966/199115992020043102023 |
中文摘要
英文摘要
The lock targets in monitoring system is important for fully exerting the surveillance capability of mobile devices and saving working time. To save the time required and huge amount of computing resources, a fast person re-identification (Re-ID) method is proposed. In this paper, we use knowledge distillation to make a large teacher model (ResNet50) guide a small but effective student model (MobileNet v2) for representation learning. Experimental results demonstrate that the proposed method is feasible. Compared with the teacher model and the student model, the system applied the knowledge distillation method can save more 55.4% of time and increase mAP 12.73% and Rank-1 8.63%, respectively.
本卷期文章目次
- MRAS Speed Observer for Permanent Magnet Linear Synchronous Motor Based on RBF Neural Networks / Qi-Yong Chen、Rong-Kun Wang、Fei Man、Kai Peng、Bing-Tao Hu、Dong Yan
- Facial Expression Recognition Based on Deep Residual Network / Junsuo Qu、Ruijun Zhang、Zhiwei Zhang、Jeng-Shyang Pan
- Construction of Joint Simulation Platform and Model Identification for Water Storage Air Conditioning System / Yong-Shun Wang、Dong Wei、Kun Liu
- The Three-dimensional Panning Method for Reconstructing Sound Field with the Listening Angle / Ao-Ao Yang、Cong Zhang、Song Wang、Han-Chieh Chao
- Research on Hybrid Artificial Intelligence Optimization Algorithm for Grain Transportation / Yiting Zhen、Kang Zhou、Haocheng Fang、Long Hu、Zhuo’er Dai、Wanying Liang、Sisi Zhou