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Arxiv

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Image Credit: Arxiv

Identity documents recognition and detection using semantic segmentation with convolutional neural network

  • Object recognition and detection are well-studied problems with a developed set of almost standard solutions.
  • This paper proposes a new architecture based on an artificial convolutional neural network and semantic segmentation for the recognition and detection of identity documents.
  • The research aims to evaluate the deep learning detection model trained on a mobile identity document video dataset, achieving an accuracy above 0.75 for the intersection over union (IoU) threshold value of 0.8.
  • The study also verifies the feasibility of running the model on industrial one-board microcomputer or smartphone hardware.

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