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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence / EAAI-20

Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition

February 1, 2023

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Authors

Hui Li

University of Adelaide


Peng Wang

Northwestern Polytechnical University


Chunhua Shen

University of Adelaide


Guyu Zhang

Northwestern Polytechnical University


DOI:

10.1609/aaai.v33i01.33018610


Abstract:

Recognizing irregular text in natural scene images is challenging due to the large variance in text appearance, such as curvature, orientation and distortion. Most existing approaches rely heavily on sophisticated model designs and/or extra fine-grained annotations, which, to some extent, increase the difficulty in algorithm implementation and data collection. In this work, we propose an easy-to-implement strong baseline for irregular scene text recognition, using offthe-shelf neural network components and only word-level annotations. It is composed of a 31-layer ResNet, an LSTMbased encoder-decoder framework and a 2-dimensional attention module. Despite its simplicity, the proposed method is robust. It achieves state-of-the-art performance on irregular text recognition benchmarks and comparable results on regular text datasets. The code will be released.

Topics: AAAI

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HOW TO CITE:

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition Proceedings of the AAAI Conference on Artificial Intelligence (2019) 8610-8617.

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition AAAI 2019, 8610-8617.

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang (2019). Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition. Proceedings of the AAAI Conference on Artificial Intelligence, 8610-8617.

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang. Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.8610-8617.

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang. 2019. Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition. "Proceedings of the AAAI Conference on Artificial Intelligence". 8610-8617.

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang. (2019) "Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition", Proceedings of the AAAI Conference on Artificial Intelligence, p.8610-8617

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang, "Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition", AAAI, p.8610-8617, 2019.

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang. "Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.8610-8617.

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang. "Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 8610-8617.

Hui Li||Peng Wang||Chunhua Shen||Guyu Zhang. Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition. AAAI[Internet]. 2019[cited 2023]; 8610-8617.


ISSN: 2374-3468


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