Recognition of printed Urdu script in Nastaleeq font by using CNN-BiGRU-GRU Based Encoder-Decoder Framework

Recognition of printed Urdu script in Nastaleeq font by using CNN-BiGRU-GRU Based Encoder-Decoder Framework

RNN based Deep learning models has shown tremendous success in sequential and temporal data where the order is critical to achieve higher accuracy in context understanding. RNN family like LSTM, BLSTM, GRU, BiGRU etc. are the mainly used models in these kind of sequential tasks. RNN family based Enc...

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Bibliographic Details
Main Authors: Sohail Zia, Muhammad Azhar, Bumshik Lee, Adnan Tahir, Javed Ferzund, Fozia Murtaza, Moazam Ali
Format: Article
Language:English
Published: Elsevier 2023-05-01
Series:Intelligent Systems with Applications
Subjects:
OCR
Deep learning
Sequence learning
GRU
BiGRU
Encoder-Decoder model
Online Access:http://www.sciencedirect.com/science/article/pii/S2667305323000194

Internet

http://www.sciencedirect.com/science/article/pii/S2667305323000194

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