Detail publikace

Diacorrect: Error Correction Back-End for Speaker Diarization

HAN, J. LANDINI, F. ROHDIN, J. DIEZ SÁNCHEZ, M. BURGET, L. CAO, Y. LU, H. ČERNOCKÝ, J.

Originální název

Diacorrect: Error Correction Back-End for Speaker Diarization

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

angličtina

Originální abstrakt

In this work, we propose an error correction framework, named DiaCorrect, to refine the output of a diarization system in a simple yet effective way. This method is inspired by error correction techniques in automatic speech recognition. Our model consists of two parallel convolutional encoders and a transformerbased decoder. By exploiting the interactions between the input recording and the initial system's outputs, DiaCorrect can automatically correct the initial speaker activities to minimize the diarization errors. Experiments on 2-speaker telephony data show that the proposed DiaCorrect can effectively improve the initial model's results. Our source code is publicly available at https://github.com/BUTSpeechFIT/diacorrect.

Klíčová slova

Speaker diarization, error correction, conversational telephone speech

Autoři

HAN, J.; LANDINI, F.; ROHDIN, J.; DIEZ SÁNCHEZ, M.; BURGET, L.; CAO, Y.; LU, H.; ČERNOCKÝ, J.

Vydáno

14. 4. 2024

Nakladatel

IEEE Signal Processing Society

Místo

Seoul

ISBN

979-8-3503-4485-1

Kniha

ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Strany od

11181

Strany do

11185

Strany počet

5

URL

https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10446968

BibTex

@inproceedings{BUT189697,
  author="HAN, J. and LANDINI, F. and ROHDIN, J. and DIEZ SÁNCHEZ, M. and BURGET, L. and CAO, Y. and LU, H. and ČERNOCKÝ, J.",
  title="Diacorrect: Error Correction Back-End for Speaker Diarization",
  booktitle="ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)",
  year="2024",
  pages="11181--11185",
  publisher="IEEE Signal Processing Society",
  address="Seoul",
  doi="10.1109/ICASSP48485.2024.10446968",
  isbn="979-8-3503-4485-1",
  url="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10446968"
}