[HTML][HTML] Lessons learned in transcribing 5000 h of air traffic control communications for robust automatic speech understanding
J Zuluaga-Gomez, I Nigmatulina, A Prasad, P Motlicek… - Aerospace, 2023 - mdpi.com
Voice communication between air traffic controllers (ATCos) and pilots is critical for ensuring
safe and efficient air traffic control (ATC). The handling of these voice communications …
safe and efficient air traffic control (ATC). The handling of these voice communications …
Atco2 corpus: A large-scale dataset for research on automatic speech recognition and natural language understanding of air traffic control communications
Personal assistants, automatic speech recognizers and dialogue understanding systems are
becoming more critical in our interconnected digital world. A clear example is air traffic …
becoming more critical in our interconnected digital world. A clear example is air traffic …
Wav2vec2-based paralinguistic systems to recognise vocalised emotions and stuttering
With the rapid advancement in automatic speech recognition and natural language
understanding, a complementary field (paralinguistics) emerged, focusing on the non-verbal …
understanding, a complementary field (paralinguistics) emerged, focusing on the non-verbal …
[HTML][HTML] A virtual simulation-pilot agent for training of air traffic controllers
In this paper we propose a novel virtual simulation-pilot engine for speeding up air traffic
controller (ATCo) training by integrating different state-of-the-art artificial intelligence (AI) …
controller (ATCo) training by integrating different state-of-the-art artificial intelligence (AI) …
Automatic speech recognition and understanding for radar label maintenance support increases safety and reduces air traffic controllers' workload
H Helmke, M Kleinert, N Ahrenhold, H Ehr… - Fifteenth USA/Europe …, 2023 - elib.dlr.de
Air traffic controllers (ATCos) from Austro Control together with DLR quantified the benefits of
automatic speech recognition and understanding (ASRU) on workload and flight safety. As …
automatic speech recognition and understanding (ASRU) on workload and flight safety. As …
Fine-tuning strategies for faster inference using speech self-supervised models: a comparative study
Self-supervised learning (SSL) has allowed substantial progress in Automatic Speech
Recognition (ASR) performance in low-resource settings. In this context, it has been …
Recognition (ASR) performance in low-resource settings. In this context, it has been …
Bertraffic: Bert-based joint speaker role and speaker change detection for air traffic control communications
Automatic speech recognition (ASR) allows transcribing the communications between air
traffic controllers (ATCOs) and aircraft pilots. The transcriptions are used later to extract ATC …
traffic controllers (ATCOs) and aircraft pilots. The transcriptions are used later to extract ATC …
Utilizing wav2vec in database-independent voice disorder detection
S Tirronen, F Javanmardi, M Kodali… - ICASSP 2023-2023 …, 2023 - ieeexplore.ieee.org
Automatic detection of voice disorders from acoustic speech signals can help to improve
reliability of medical diagnosis. However, the real-life environment in which speech signals …
reliability of medical diagnosis. However, the real-life environment in which speech signals …
Global performance disparities between English-language accents in automatic speech recognition
A DiChristofano, H Shuster, S Chandra… - arXiv preprint arXiv …, 2022 - arxiv.org
Past research has identified discriminatory automatic speech recognition (ASR)
performance as a function of the racial group and nationality of the speaker. In this paper, we …
performance as a function of the racial group and nationality of the speaker. In this paper, we …
Lessons Learned in ATCO2: 5000 hours of Air Traffic Control Communications for Robust Automatic Speech Recognition and Understanding
J Zuluaga-Gomez, I Nigmatulina, A Prasad… - arXiv preprint arXiv …, 2023 - arxiv.org
Voice communication between air traffic controllers (ATCos) and pilots is critical for ensuring
safe and efficient air traffic control (ATC). This task requires high levels of awareness from …
safe and efficient air traffic control (ATC). This task requires high levels of awareness from …