CMFN: Cross-Modal Fusion Network for Irregular Scene Text Recognition
文献类型：会议论文
| 作者 | Jinzhi Zheng1; Ruyi Ji2 ; Libo Zhang1; Yanjun Wu1; Chen Zhao1
|
| 出版日期 | 2023 |
| 会议日期 | 2023.06.08 |
| 会议地点 | 中国 |
| 英文摘要 | Scene text recognition, as a cross-modal task involving vision
and text, is an important research topic in computer vision. Most existing
methods use language models to extract semantic information for opti
mizing visual recognition. However, the guidance of visual cues is ignored
in the process of semantic mining, which limits the performance of the
algorithm in recognizing irregular scene text. To tackle this issue, we pro
pose a novel cross-modal fusion network (CMFN) for irregular scene text
recognition, which incorporates visual cues into the semantic mining pro
cess. Specifically, CMFN consists of a position self-enhanced encoder, a
visual recognition branch and an iterative semantic recognition branch.
The position self-enhanced encoder provides character sequence posi
tion encoding for both the visual recognition branch and the iterative
semantic recognition branch. The visual recognition branch carries out
visual recognition based on the visual features extracted by CNN and
the position encoding information provided by the position self-enhanced
encoder. The iterative semantic recognition branch, which consists of a
language recognition module and a cross-modal fusion gate, simulates
the way that human recognizes scene text and integrates cross-modal
visual cues for text recognition. The experiments demonstrate that the
proposed CMFN algorithm achieves comparable performance to state
of-the-art algorithms, indicating its effectiveness. |
| 会议录出版者 | International Conference on Neural Information Processing |
| 源URL | [http://ir.ia.ac.cn/handle/173211/58516]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_图像与视频分析团队 |
| 通讯作者 | Jinzhi Zheng |
| 作者单位 | 1.Institute of Automation, Chinese Academy of Sciences 2.Institute of Automation, Chinese Academy of Sciences |
| 推荐引用方式 GB/T 7714 | Jinzhi Zheng,Ruyi Ji,Libo Zhang,et al. CMFN: Cross-Modal Fusion Network for Irregular Scene Text Recognition[C]. 见:. 中国. 2023.06.08. |
入库方式： OAI收割
来源：自动化研究所
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