Adaptation and Optimization of Automatic Speech Recognition (ASR) for the Maritime Domain in the Field of VHF Communication
June 01, 2023 ยท Declared Dead ยท ๐ arXiv.org
"No code URL or promise found in abstract"
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Authors
Emin Cagatay Nakilcioglu, Maximilian Reimann, Ole John
arXiv ID
2306.00614
Category
cs.SD: Sound
Cross-listed
cs.AI,
cs.HC,
cs.LG,
eess.AS
Citations
6
Venue
arXiv.org
Last Checked
3 months ago
Abstract
This paper introduces a multilingual automatic speech recognizer (ASR) for maritime radio communi-cation that automatically converts received VHF radio signals into text. The challenges of maritime radio communication are described at first, and the deep learning architecture of marFM consisting of audio processing techniques and machine learning algorithms is presented. Subsequently, maritime radio data of interest is analyzed and then used to evaluate the transcription performance of our ASR model for various maritime radio data.
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