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Reduced Annotation Based on Deep Active Learning for Arabic Text Detection in Natural Scene Images
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  • Khalil Boukthir ,
  • Abdulrahman M. Qahtani ,
  • Omar Almutiry ,
  • habib dhahri ,
  • Adel Alimi
Khalil Boukthir
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Abdulrahman M. Qahtani
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Omar Almutiry
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habib dhahri
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Adel Alimi
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- A novel approach is presented to reduced annotation based on Deep Active Learning for Arabic text detection in Natural Scene Images.
- A new Arabic text images dataset (7k images) using the Google Street View service named TSVD.
- A new semi-automatic method for generating natural scene text images from the streets.
- Training samples is reduced to 1/5 of the original training size on average.
- Much less training data to achieve better dice index : 0.84
May 2022Published in Pattern Recognition Letters volume 157 on pages 42-48. 10.1016/j.patrec.2022.03.016