Progressive Multi-Scale Self-Supervised Learning for Speech Recognition

no code implementations • 7 Dec 2022 • Genshun Wan, Tan Liu, Hang Chen, Jia Pan, Cong Liu, Zhongfu Ye

Self-supervised learning (SSL) models have achieved considerable improvements in automatic speech recognition (ASR).

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

Topic Classification on Spoken Documents Using Deep Acoustic and Linguistic Features

no code implementations • 16 Jun 2021 • Tan Liu, Wu Guo, Bin Gu

In this paper, instead of using the ASR transcripts, the fusion of deep acoustic and linguistic features is used for topic classification on spoken documents.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +3

Multi-task Metric Learning for Text-independent Speaker Verification

no code implementations • 21 Oct 2020 • Yafeng Chen, Wu Guo, Jingjing Shi, Jiajun Qi, Tan Liu

To evaluate the proposed method, we conduct experiments on the Speaker in the Wild (SITW) dataset.

Metric Learning Text-Independent Speaker Verification

Exploring Universal Speech Attributes for Speaker Verification with an Improved Cross-stitch Network

no code implementations • 13 Oct 2020 • Jiajun Qi, Wu Guo, Jingjing Shi, Yafeng Chen, Tan Liu

The universal speech attributes for x-vector based speaker verification (SV) are addressed in this paper.

Attribute Speaker Verification