2024년 국립창원대학교 정보통신공학과 캡스톤디자인(졸업작품) - 음성인식을 이용한 항공교통관제(ATC) 보조시스템 (김동균, 손승광)
Capstone Design (Graduation Work), Department of Information and Communication Engineering, Changwon National University, 2024 - Air Traffic Control (ATC) Assistance System using Voice Recognition (Dongkyun Kim, Seungkwang Son)
Whisper-ATC은 OPENAI사가 개발한 Whisper 모델에 항공교통관제(ATC)의 교신내용을 추가로 Fine-Tuning(미세조정)하여 만든 모델을 사용합니다. 해당 모델을 이용하여 항공교통관제의 교신내용을 Speech To Text하여, DB에 저장하고 웹 상에서 열람하도록 하는 기능을 제공합니다.
Whisper-ATC uses the Whisper model developed by OPENAI, which is an additional Fine-Tuning model of Air Traffic Control (ATC) communications. Using this model, it provides a function that allows you to speak to text communication content of air traffic control, store it in the DB, and view it on the web.
음성인식을 이용한 항공교통관제(ATC) 보조시스템 - Whisper-ATC : Air Traffic Control Assistance System Using Speech Recognition
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음성인식 모델은 아래 링크를 방문해주세요. For voice recognition models, please visit the link below.
- san2003m/whisper-small-atc (https://huggingface.co/san2003m/whisper-small-atc)
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Zuluaga-Gomez, Juan, et al. "How does pre-trained wav2vec 2.0 perform on domain-shifted asr? an extensive benchmark on air traffic control communications." 2022 IEEE Spoken Language Technology Workshop (SLT). IEEE, 2023.
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Zuluaga-Gomez, Juan, et al. "Bertraffic: Bert-based joint speaker role and speaker change detection for air traffic control communications." 2022 IEEE Spoken Language Technology Workshop (SLT). IEEE, 2023.
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Zuluaga-Gomez, Juan, et al. "Atco2 corpus: A large-scale dataset for research on automatic speech recognition and natural language understanding of air traffic control communications." arXiv preprint arXiv:2211.04054 (2022).