Knowledge Commons of Institute of Automation,CAS
Scene Text Recognition by Attention Network with Gated Embedding | |
Wang, Cong1,2; Liu, Cheng-Lin1,2,3 | |
2020 | |
会议名称 | International Joint Conference on Neural Networks |
会议日期 | July 19-24, 2020 |
会议地点 | Glasgow, UK |
摘要 | Recurrent attention based encoder-decoder model is one of the most popular frameworks for scene text recognition. However, most methods in this category only use standard recurrent attention network as the decoder. In this paper, in order to alleviate the problem that standard attention network relies on the previous output character overmuch, we propose an attention network with gated embedding for scene text recognition. The proposed attention network with gated embedding (GEAN) adopts a gated embedding to adaptively reset the input information from the embedding vector of previous output character for recurrent attention network. The gated embedding is constructed by adding an adaptive embedding gate based on the degree of correlation between the hidden state vector and the embedding vector of the corresponding character at the same time step. We verify the effectiveness of GEAN for scene text recognition through extensive experiments on both regular and irregular scene text datasets. The performance of GEAN is shown to be superior to the standard recurrent attention based decoder and is comparable compared with state-of-the-art methods. |
收录类别 | EI |
语种 | 英语 |
七大方向——子方向分类 | 文字识别与文档分析 |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/39729 |
专题 | 多模态人工智能系统全国重点实验室_模式分析与学习 |
通讯作者 | Liu, Cheng-Lin |
作者单位 | 1.中国科学院自动化研究所 2.中国科学院大学 3.中国科学院脑科学与智能技术卓越创新中心 |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Wang, Cong,Liu, Cheng-Lin. Scene Text Recognition by Attention Network with Gated Embedding[C],2020. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Scene Text Recogniti(810KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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