Knowledge Commons of Institute of Automation,CAS
A Long-tail Regularization Method for Traffic Sign Recognition Based on Parallel Vision | |
Jiangong Wang; Xiao Wang; Tianyu Shen; Yutong Wang; Yonglin Tian; Fei-Yue Wang | |
发表期刊 | IEEE JOURNAL OF RADIO FREQUENCY IDENTIFICATION |
2022-06 | |
页码 | 5 |
摘要 | The long-tail effect is prevalent in the actual world, and the resulting long-tail problem hinders the development of intelligent vehicles towards a more reliable and safe direction. In previous studies, the theory of Long-tail Regularization (LoTR) based on parallel vision was proposed, and further research and experiments on the long-tail problem of traffic sign recognition are conducted in this paper. Specifically, in the process of long-tail regularization for traffic sign recognition, a novel generative adversarial network is designed and improved to generate images. By feeding the category-specific image from standard gallery into the proposed network, it can generate a large number of virtual images with the same category. Finally, the generated virtual images are added to the original dataset to regularize the long tail, and then the recognition accuracy is significantly improved. |
其他摘要 |
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七大方向——子方向分类 | 图像视频处理与分析 |
国重实验室规划方向分类 | 视觉信息处理 |
是否有论文关联数据集需要存交 | 是 |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/52106 |
专题 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Jiangong Wang,Xiao Wang,Tianyu Shen,et al. A Long-tail Regularization Method for Traffic Sign Recognition Based on Parallel Vision[J]. IEEE JOURNAL OF RADIO FREQUENCY IDENTIFICATION,2022:5. |
APA | Jiangong Wang,Xiao Wang,Tianyu Shen,Yutong Wang,Yonglin Tian,&Fei-Yue Wang.(2022).A Long-tail Regularization Method for Traffic Sign Recognition Based on Parallel Vision.IEEE JOURNAL OF RADIO FREQUENCY IDENTIFICATION,5. |
MLA | Jiangong Wang,et al."A Long-tail Regularization Method for Traffic Sign Recognition Based on Parallel Vision".IEEE JOURNAL OF RADIO FREQUENCY IDENTIFICATION (2022):5. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
A_Long-Tail_Regulari(3571KB) | 期刊 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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