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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

PixelLink: Detecting Scene Text via Instance Segmentation

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Dan Deng

Zhejiang University


Haifeng Liu

Zhejiang University


Xuelong Li

Chinese Academy of Sciences, Xi’an Institute of Optics and Precision Mechanics


Deng Cai

Zhejiang University


DOI:

10.1609/aaai.v32i1.12269


Abstract:

Most state-of-the-art scene text detection algorithms are deep learning based methods that depend on bounding box regression and perform at least two kinds of predictions: text/non-text classification and location regression. Regression plays a key role in the acquisition of bounding boxes in these methods, but it is not indispensable because text/non-text prediction can also be considered as a kind of semantic segmentation that contains full location information in itself. However, text instances in scene images often lie very close to each other, making them very difficult to separate via semantic segmentation. Therefore, instance segmentation is needed to address this problem. In this paper, PixelLink, a novel scene text detection algorithm based on instance segmentation, is proposed. Text instances are first segmented out by linking pixels within the same instance together. Text bounding boxes are then extracted directly from the segmentation result without location regression. Experiments show that, compared with regression-based methods, PixelLink can achieve better or comparable performance on several benchmarks, while requiring many fewer training iterations and less training data.

Topics: AAAI

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HOW TO CITE:

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai PixelLink: Detecting Scene Text via Instance Segmentation Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai PixelLink: Detecting Scene Text via Instance Segmentation AAAI 2018, .

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai (2018). PixelLink: Detecting Scene Text via Instance Segmentation. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai. PixelLink: Detecting Scene Text via Instance Segmentation. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai. 2018. PixelLink: Detecting Scene Text via Instance Segmentation. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai. (2018) "PixelLink: Detecting Scene Text via Instance Segmentation", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai, "PixelLink: Detecting Scene Text via Instance Segmentation", AAAI, p., 2018.

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai. "PixelLink: Detecting Scene Text via Instance Segmentation". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai. "PixelLink: Detecting Scene Text via Instance Segmentation". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Dan Deng||Haifeng Liu||Xuelong Li||Deng Cai. PixelLink: Detecting Scene Text via Instance Segmentation. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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