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Yolo-tiny-MSC: A tiny neural network for object detection

Authors :
Yujie Zhang
Jianfei Li
Yu Zou
Junping Xiang
Dongsheng Li
Source :
Journal of Physics: Conference Series. 1873:012073
Publication Year :
2021
Publisher :
IOP Publishing, 2021.

Abstract

Object detection is an important and active area of computer vision. However, the expensive computational cost and memory requirement are big challenges for deploying object detection networks in resource constraints embedded devices. To address this problem, we designed the multi-stage cascade module to reduce the computational cost of object detection networks. The proposed structure is used to build a compact and efficient object detection neural network. Experiments show that our multi-stage cascade module could significantly reduce the computational and parameter budgets meanwhile achieve outstanding object detection accuracy.

Details

ISSN :
17426596 and 17426588
Volume :
1873
Database :
OpenAIRE
Journal :
Journal of Physics: Conference Series
Accession number :
edsair.doi...........eb0f0146b580225804de46da7646b86d
Full Text :
https://doi.org/10.1088/1742-6596/1873/1/012073