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

SEE: Towards Semi-Supervised End-to-End Scene Text Recognition

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

Christian Bartz

Hasso Plattner Institute


Haojin Yang

Hasso Plattner Institute


Christoph Meinel

Hasso Plattner Institute


DOI:

10.1609/aaai.v32i1.12242


Abstract:

Detecting and recognizing text in natural scene images is a challenging, yet not completely solved task. In recent years several new systems that try to solve at least one of the two sub-tasks (text detection and text recognition) have been proposed. In this paper we present SEE, a step towards semi-supervised neural networks for scene text detection and recognition, that can be optimized end-to-end. Most existing works consist of multiple deep neural networks and several pre-processing steps. In contrast to this, we propose to use a single deep neural network, that learns to detect and recognize text from natural images, in a semi-supervised way. SEE is a network that integrates and jointly learns a spatial transformer network, which can learn to detect text regions in an image, and a text recognition network that takes the identified text regions and recognizes their textual content. We introduce the idea behind our novel approach and show its feasibility, by performing a range of experiments on standard benchmark datasets, where we achieve competitive results.

Topics: AAAI

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HOW TO CITE:

Christian Bartz||Haojin Yang||Christoph Meinel SEE: Towards Semi-Supervised End-to-End Scene Text Recognition Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Christian Bartz||Haojin Yang||Christoph Meinel SEE: Towards Semi-Supervised End-to-End Scene Text Recognition AAAI 2018, .

Christian Bartz||Haojin Yang||Christoph Meinel (2018). SEE: Towards Semi-Supervised End-to-End Scene Text Recognition. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Christian Bartz||Haojin Yang||Christoph Meinel. SEE: Towards Semi-Supervised End-to-End Scene Text Recognition. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Christian Bartz||Haojin Yang||Christoph Meinel. 2018. SEE: Towards Semi-Supervised End-to-End Scene Text Recognition. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Christian Bartz||Haojin Yang||Christoph Meinel. (2018) "SEE: Towards Semi-Supervised End-to-End Scene Text Recognition", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Christian Bartz||Haojin Yang||Christoph Meinel, "SEE: Towards Semi-Supervised End-to-End Scene Text Recognition", AAAI, p., 2018.

Christian Bartz||Haojin Yang||Christoph Meinel. "SEE: Towards Semi-Supervised End-to-End Scene Text Recognition". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Christian Bartz||Haojin Yang||Christoph Meinel. "SEE: Towards Semi-Supervised End-to-End Scene Text Recognition". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Christian Bartz||Haojin Yang||Christoph Meinel. SEE: Towards Semi-Supervised End-to-End Scene Text Recognition. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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