| Autor: |
Chunhe Yao, Qian Luo, Mingxin Zhao, Zhang Guangqian, Xuemin Zheng, Wenping Zhu, Ke Ning, Nanjian Wu |
| Rok vydání: |
2019 |
| Předmět: |
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| Zdroj: |
2019 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA). |
| DOI: |
10.1109/icta48799.2019.9012867 |
| Popis: |
This paper proposes an intelligent surveillance system(ISS) based on Lightweight Single Shot Multibox Detector(L-SSD). L-SSD simplifies the backbone of SSD, dramatically reducing the cost of network computation by 28x fewer parameters than SSD. Furthermore, L-SSD adopts a novel method which can perform cross-layer feature fusion without increasing of computational resources. Firstly we implement L-SSD network on GPU and gets the performance of 6.5mAP at 65 fps for the VOC 2007 detection task. Then when L-SSD is actually implemented on NCS, its real-time frame rate can reach 7–8 fps. |
| Databáze: |
OpenAIRE |
| Externí odkaz: |
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