Locating Texts in Images by Fully Convolutional Network with Bounding Text Labeling

Yu Hung Hou, Guan Xin Zeng, Po Chyi Su

研究成果: 書貢獻/報告類型會議論文篇章同行評審

摘要

Texts in images are often viewed as the regions of interest. Locating such areas for further analysis may help to extract image-related information and facilitate many interesting applications. Considering that pixel-based image segmentation is effective in identifying the areas containing texts, we propose a text detection scheme based on the Fully Convolutional Network (FCN), which employs Feature Pyramid Network (FPN) and Atrous Spatial Pyramid Pooling (ASPP) to effectively mark the pixels related to texts in an image. A comparatively efficient labeling approach is adopted to group related letters/characters and separate different words by oval-shaped text labeling masks with boundaries. The experimental results demonstrate feasibility of the proposed text-detection scheme when compared with the state-of-the-art text detection approaches.

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主出版物標題2020 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2020
發行者Institute of Electrical and Electronics Engineers Inc.
ISBN(電子)9781728173993
DOIs
出版狀態已出版 - 28 9月 2020
事件7th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2020 - Taoyuan, Taiwan
持續時間: 28 9月 202030 9月 2020

出版系列

名字2020 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2020

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???event.eventtypes.event.conference???7th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2020
國家/地區Taiwan
城市Taoyuan
期間28/09/2030/09/20

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