DNN-Assisted Autocorrelation-Based Preamble Detection for Symbol Synchronization of Image Overlay Screen Camera Communication

Image overlay uplink screen camera communication consists of a small screen with LED backlight modulation and a rolling shutter telephoto camera. In a previous study on symbol synchronization-object detection deep neural network (DNN) detected the screen- and autocorrelation detected the preamble separately. However-both object detection DNN and autocorrelation can detect the preamble. First-in this study, object detection DNN detects the screen and preamble. Next, autocorrelation precisely detects the preamble assisted with object detection DNN, improving the efficiency and accuracy of preamble detection. Also, preamble pattern suitable for object detection DNN is revealed.

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Publication Details

Journal
IEICE Communications Express
Published
2025-10-13
DOI
https://doi.org/10.23919/comex.2025xbl0116
Primary Topic
Optical Wireless Communication Technologies
Type
article
Field-Weighted Citation Impact
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article

DNN-Assisted Autocorrelation-Based Preamble Detection for Symbol Synchronization of Image Overlay Screen Camera Communication

IEICE Communications Express
Optical Wireless Communication Technologies
article

DNN-Assisted Autocorrelation-Based Preamble Detection for Symbol Synchronization of Image Overlay Screen Camera Communication

article en

Abstract

Image overlay uplink screen camera communication consists of a small screen with LED backlight modulation and a rolling shutter telephoto camera. In a previous study on symbol synchronization-object detection deep neural network (DNN) detected the screen- and autocorrelation detected the preamble separately. However-both object detection DNN and autocorrelation can detect the preamble. First-in this study, object detection DNN detects the screen and preamble. Next, autocorrelation precisely detects the preamble assisted with object detection DNN, improving the efficiency and accuracy of preamble detection. Also, preamble pattern suitable for object detection DNN is revealed.

IEICE Communications ExpressVol. 14(12)
Meijo University (JP)
Openalex Percentile: Top 49%
Optical Wireless Communication Technologies
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