scholarly journals A Fine-Grained Approach to Scene Text Script Identification

Author(s):  
Lluis Gomez ◽  
Dimosthenis Karatzas
Author(s):  
Madhuram Jajoo ◽  
Neelotpal Chakraborty ◽  
Ayatullah Faruk Mollah ◽  
Subhadip Basu ◽  
Ram Sarkar

Author(s):  
Hui Li ◽  
Peng Wang ◽  
Chunhua Shen ◽  
Guyu Zhang

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.


Author(s):  
Changxu Cheng ◽  
Qiuhui Huang ◽  
Xiang Bai ◽  
Bin Feng ◽  
Wenyu Liu

2021 ◽  
Vol 421 ◽  
pp. 222-233
Author(s):  
Mengkai Ma ◽  
Qiu-Feng Wang ◽  
Shan Huang ◽  
Shen Huang ◽  
Yannis Goulermas ◽  
...  

2017 ◽  
Vol 67 ◽  
pp. 85-96 ◽  
Author(s):  
Lluis Gomez ◽  
Anguelos Nicolaou ◽  
Dimosthenis Karatzas

2021 ◽  
Author(s):  
Yongrui Li ◽  
Shilian Wu ◽  
Jun Yu ◽  
Zengfu Wang

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