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An Exploration of Self-Supervised Pretrained Representations for End-to-End Speech Recognition
Self-supervised pretraining on speech data has achieved a lot of progres...
10/09/2021 ∙ by Xuankai Chang, et al. ∙
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Deep Learning based Multi-Source Localization with Source Splitting and its Effectiveness in Multi-Talker Speech Recognition
Multi-source localization is an important and challenging technique for ...
02/16/2021 ∙ by Aswin Shanmugam Subramanian, et al. ∙
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The 2020 ESPnet update: new features, broadened applications, performance improvements, and future plans
This paper describes the recent development of ESPnet (https://github.co...
12/23/2020 ∙ by Shinji Watanabe, et al. ∙
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ESPnet-se: end-to-end speech enhancement and separation toolkit designed for asr integration
We present ESPnet-SE, which is designed for the quick development of spe...
11/07/2020 ∙ by Chenda Li, et al. ∙
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Directional ASR: A New Paradigm for E2E Multi-Speaker Speech Recognition with Source Localization
This paper proposes a new paradigm for handling far-field multi-speaker ...
10/30/2020 ∙ by Aswin Shanmugam Subramanian, et al. ∙
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The JHU Multi-Microphone Multi-Speaker ASR System for the CHiME-6 Challenge
This paper summarizes the JHU team's efforts in tracks 1 and 2 of the CH...
06/14/2020 ∙ by Ashish Arora, et al. ∙
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End-to-End Far-Field Speech Recognition with Unified Dereverberation and Beamforming
Despite successful applications of end-to-end approaches in multi-channe...
05/21/2020 ∙ by Wangyou Zhang, et al. ∙
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An Investigation of End-to-End Multichannel Speech Recognition for Reverberant and Mismatch Conditions
Sequence-to-sequence (S2S) modeling is becoming a popular paradigm for a...
04/19/2019 ∙ by Aswin Shanmugam Subramanian, et al. ∙
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Dry, Focus, and Transcribe: End-to-End Integration of Dereverberation, Beamforming, and ASR
Sequence-to-sequence (S2S) modeling is becoming a popular paradigm for a...
04/19/2019 ∙ by Aswin Shanmugam Subramanian, et al. ∙
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Building state-of-the-art distant speech recognition using the CHiME-4 challenge with a setup of speech enhancement baseline
This paper describes a new baseline system for automatic speech recognit...
03/27/2018 ∙ by Szu-Jui Chen, et al. ∙
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Student-Teacher Learning for BLSTM Mask-based Speech Enhancement
Spectral mask estimation using bidirectional long short-term memory (BLS...
03/27/2018 ∙ by Aswin Shanmugam Subramanian, et al. ∙
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