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Paper Abstract and Keywords
Presentation 2021-10-07 15:05
A Method for Generating Pseudo-Captured Images to Evaluate the Performance of Data Embedding Techniques to Printed Images Using Mobile Devices
Masahiro Yasuda, Mitsuji Muneyasu, Soh Yoshida (Kansai Univ.)
Abstract (in Japanese) (See Japanese page) 
(in English) A data-embedding technique to printed images has been proposed. In this technique, the embedded data is retrieved from the image captured using the camera of a mobile device. Although this method is expected to be an alternative to QR Code, there are some problems, such as the data amount of embedding information and the robustness of detection. However, the evaluation of the method requires printing and capturing the embedded image in reality, which is very burdensome. In this paper, we propose a reduction method of the workload in evaluating the performance of data embedding algorithms by simulating the degradation caused by printing and capturing. This paper adopts a deep learning-based approach to reproduce the degradation using Pix2Pix, an image transformation method based on conditional Generative Adversarial Network (cGAN). In addition, we obtain the positions of the image borders and the amount of distortion in the image from the actual captured image. These data are utilized to cope with various captured conditions. Experimental results show that the proposed method can faithfully represent the detection accuracy of the embedded data and confirm the effectiveness of the proposed method.
Keyword (in Japanese) (See Japanese page) 
(in English) data embedding / simulator / Pix2Pix / Deep learning / DNN / / /  
Reference Info. ITE Tech. Rep.
Paper #  
Date of Issue  
ISSN Print edition: ISSN 1342-6893  Online edition: ISSN 2424-1970
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Conference Information
Committee BCT IEICE-SIS  
Conference Date 2021-10-07 - 2021-10-08 
Place (in Japanese) (See Japanese page) 
Place (in English) online 
Topics (in Japanese) (See Japanese page) 
Topics (in English) System Implementation Technology, Short Range Wireless Systems, Smart Multimedia Systems, Broadcasting Technology, etc. 
Paper Information
Registration To IEICE-SIS 
Conference Code 2021-10-SIS-BCT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Method for Generating Pseudo-Captured Images to Evaluate the Performance of Data Embedding Techniques to Printed Images Using Mobile Devices 
Sub Title (in English)  
Keyword(1) data embedding  
Keyword(2) simulator  
Keyword(3) Pix2Pix  
Keyword(4) Deep learning  
Keyword(5) DNN  
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1st Author's Name Masahiro Yasuda  
1st Author's Affiliation Kansai University (Kansai Univ.)
2nd Author's Name Mitsuji Muneyasu  
2nd Author's Affiliation Kansai University (Kansai Univ.)
3rd Author's Name Soh Yoshida  
3rd Author's Affiliation Kansai University (Kansai Univ.)
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Speaker
Date Time 2021-10-07 15:05:00 
Presentation Time 20 
Registration for IEICE-SIS 
Paper #  
Volume (vol) ITE-45 
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Page  
#Pages ITE- 
Date of Issue  


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