no code implementations • 1 Nov 2022 • Zili Huang, Desh Raj, Paola García, Sanjeev Khudanpur
Self-supervised learning (SSL) methods which learn representations of data without explicit supervision have gained popularity in speech-processing tasks, particularly for single-talker applications.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +3
no code implementations • 1 Jul 2022 • Yuki Takashima, Shota Horiguchi, Shinji Watanabe, Paola García, Yohei Kawaguchi
In this paper, we present an incremental domain adaptation technique to prevent catastrophic forgetting for an end-to-end automatic speech recognition (ASR) model.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +2
no code implementations • 9 Jun 2021 • Yuki Takashima, Yusuke Fujita, Shota Horiguchi, Shinji Watanabe, Paola García, Kenji Nagamatsu
To evaluate our proposed method, we conduct the experiments of model adaptation using labeled and unlabeled data.
no code implementations • 8 Jun 2021 • Yuki Takashima, Yusuke Fujita, Shinji Watanabe, Shota Horiguchi, Paola García, Kenji Nagamatsu
In this paper, we present a conditional multitask learning method for end-to-end neural speaker diarization (EEND).
1 code implementation • 25 Oct 2019 • Saurabh Kataria, Phani Sankar Nidadavolu, Jesús Villalba, Nanxin Chen, Paola García, Najim Dehak
On BabyTrain corpus, we observe relative gains of 10. 38% and 12. 40% in minDCF and EER respectively.