DLA+: A Light Aggregation Network for Object Classification and Detection
文献类型：期刊论文
| 作者 | Fu-Tian Wang2; Xin Wang; Xin Wang; Li Yang
|
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 2021 |
| 卷号 | 18期号:6页码:963-972 |
| 关键词 | Light weight image classification channel attention efficient convolution object detection |
| ISSN号 | 1476-8186 |
| DOI | 10.1007/s11633-021-1287-y |
| 英文摘要 | An efficient convolution neural network (CNN) plays a crucial role in various visual tasks like object classification or detection, etc. The most common way to construct a CNN is stacking the same convolution block or complex connection. These approaches may be efficient but the parameter size and computation (Comp) have explosive growth. So we present a novel architecture called “DLA+”, which could obtain the feature from the different stages, and by the newly designed convolution block, could achieve better accuracy, while also dropping the computation six times compared to the baseline. We design some experiments about classification and object detection. On the CIFAR10 and VOC data-sets, we get better precision and faster speed than other architecture. The lightweight network even allows us to deploy to some low-performance device like drone, laptop, etc. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/46102]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | 1.Shenzhen Raixun Information Technology Co., Ltd., Shenzhen 518000, China 2.School of Computer Science and Technology, Anhui University, Hefei 230601, China 3.Peking University Shenzhen Institute, Shenzhen 518000, China |
| 推荐引用方式 GB/T 7714 | Fu-Tian Wang,Xin Wang,Xin Wang,et al. DLA+: A Light Aggregation Network for Object Classification and Detection[J]. International Journal of Automation and Computing,2021,18(6):963-972. |
| APA | Fu-Tian Wang,Xin Wang,Xin Wang,&Li Yang.(2021).DLA+: A Light Aggregation Network for Object Classification and Detection.International Journal of Automation and Computing,18(6),963-972. |
| MLA | Fu-Tian Wang,et al."DLA+: A Light Aggregation Network for Object Classification and Detection".International Journal of Automation and Computing 18.6(2021):963-972. |
入库方式： OAI收割
来源：自动化研究所
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