Search Results - "Nigmatulina, Iuliia"
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1
A Virtual Simulation-Pilot Agent for Training of Air Traffic Controllers
Published in Aerospace (01-05-2023)“…In this paper we propose a novel virtual simulation-pilot engine for speeding up air traffic controller (ATCo) training by integrating different…”
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Journal Article -
2
An Automatic Speaker Clustering Pipeline for the Air Traffic Communication Domain
Published in Aerospace (01-10-2023)“…In air traffic management (ATM), voice communications are critical for ensuring the safe and efficient operation of aircraft. The pertinent voice…”
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Journal Article -
3
Lessons Learned in Transcribing 5000 h of Air Traffic Control Communications for Robust Automatic Speech Understanding
Published in Aerospace (01-10-2023)“…Voice communication between air traffic controllers (ATCos) and pilots is critical for ensuring safe and efficient air traffic control (ATC). The handling of…”
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Journal Article -
4
A Two-Step Approach to Leverage Contextual Data: Speech Recognition in Air-Traffic Communications
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23-05-2022)“…Automatic Speech Recognition (ASR), as the assistance of speech communication between pilots and air-traffic controllers, can significantly reduce the…”
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Conference Proceeding -
5
Contextual Biasing Methods for Improving Rare Word Detection in Automatic Speech Recognition
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14-04-2024)“…In specialized domains like Air Traffic Control (ATC), a notable challenge in porting a deployed Automatic Speech Recognition (ASR) system from one airport to…”
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Conference Proceeding -
6
Multitask Speech Recognition and Speaker Change Detection for Unknown Number of Speakers
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14-04-2024)“…Traditionally, automatic speech recognition (ASR) and speaker change detection (SCD) systems have been independently trained to generate comprehensive…”
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Conference Proceeding -
7
Probability-Aware Word-Confusion-Network-To-Text Alignment Approach for Intent Classification
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14-04-2024)“…Spoken Language Understanding (SLU) technologies have greatly improved due to the effective pretraining of speech representations. A common requirement of…”
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Conference Proceeding -
8
Effectiveness of Text, Acoustic, and Lattice-Based Representations in Spoken Language Understanding Tasks
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04-06-2023)“…In this paper, we perform an exhaustive evaluation of different representations to address the intent classification problem in a Spoken Language Understanding…”
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Conference Proceeding -
9
How Does Pre-Trained Wav2Vec 2.0 Perform on Domain-Shifted Asr? an Extensive Benchmark on Air Traffic Control Communications
Published in 2022 IEEE Spoken Language Technology Workshop (SLT) (09-01-2023)“…Recent work on self-supervised pre-training focus on leveraging large-scale unlabeled speech data to build robust end-to-end (E2E) acoustic models (AM) that…”
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Conference Proceeding -
10
Implementing contextual biasing in GPU decoder for online ASR
Published 23-06-2023“…GPU decoding significantly accelerates the output of ASR predictions. While GPUs are already being used for online ASR decoding, post-processing and rescoring…”
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Journal Article -
11
Improving callsign recognition with air-surveillance data in air-traffic communication
Published 27-08-2021“…Automatic Speech Recognition (ASR) can be used as the assistance of speech communication between pilots and air-traffic controllers. Its application can…”
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Journal Article -
12
A Virtual Simulation-Pilot Agent for Training of Air Traffic Controllers
Published 16-04-2023“…In this paper we propose a novel virtual simulation-pilot engine for speeding up air traffic controller (ATCo) training by integrating different…”
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Journal Article -
13
Bertraffic: Bert-Based Joint Speaker Role and Speaker Change Detection for Air Traffic Control Communications
Published in 2022 IEEE Spoken Language Technology Workshop (SLT) (09-01-2023)“…Automatic speech recognition (ASR) allows transcribing the communications between air traffic controllers (ATCOs) and aircraft pilots. The transcriptions are…”
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Conference Proceeding -
14
Speech and Natural Language Processing Technologies for Pseudo-Pilot Simulator
Published 14-12-2022“…This paper describes a simple yet efficient repetition-based modular system for speeding up air-traffic controllers (ATCos) training. E.g., a human pilot is…”
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Journal Article -
15
A two-step approach to leverage contextual data: speech recognition in air-traffic communications
Published 08-02-2022“…ICASSP 2022 Automatic Speech Recognition (ASR), as the assistance of speech communication between pilots and air-traffic controllers, can significantly reduce…”
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Journal Article -
16
Grammar Based Speaker Role Identification for Air Traffic Control Speech Recognition
Published 27-08-2021“…Automatic Speech Recognition (ASR) for air traffic control is generally trained by pooling Air Traffic Controller (ATCO) and pilot data into one set. This is…”
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Journal Article -
17
Lessons Learned in ATCO2: 5000 hours of Air Traffic Control Communications for Robust Automatic Speech Recognition and Understanding
Published 01-05-2023“…Voice communication between air traffic controllers (ATCos) and pilots is critical for ensuring safe and efficient air traffic control (ATC). This task…”
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Journal Article -
18
Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasks
Published 17-03-2023“…ICASSP 2023 In this paper, we perform an exhaustive evaluation of different representations to address the intent classification problem in a Spoken Language…”
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Journal Article -
19
How Does Pre-trained Wav2Vec 2.0 Perform on Domain Shifted ASR? An Extensive Benchmark on Air Traffic Control Communications
Published 31-03-2022“…Recent work on self-supervised pre-training focus on leveraging large-scale unlabeled speech data to build robust end-to-end (E2E) acoustic models (AM) that…”
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Journal Article -
20
Contextual Semi-Supervised Learning: An Approach To Leverage Air-Surveillance and Untranscribed ATC Data in ASR Systems
Published 08-04-2021“…Air traffic management and specifically air-traffic control (ATC) rely mostly on voice communications between Air Traffic Controllers (ATCos) and pilots. In…”
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Journal Article