activity
20202024
most citedA Two-Stage Approach to Device-Robust Acoustic Scene Classification

47 citations · 99 across the 7 of their papers we have counts for

collaborators

7 papers

eess.AS2024

An Intra-BRNN and GB-RVQ Based END-TO-END Neural Audio Codec

Linping Xu, Jiawei Jiang, Dejun Zhang +7

Recently, neural networks have proven to be effective in performing speech coding task at low bitrates. However, under-utilization of intra-frame correlations and the error of quan…

eess.AS2023

Harmonic enhancement using learnable comb filter for light-weight full-band speech enhancement model

Xiaohuai Le, Tong Lei, Li Chen +9

With fewer feature dimensions, filter banks are often used in light-weight full-band speech enhancement models. In order to further enhance the coarse speech in the sub-band domain…

eess.AS2023

Personalized speech enhancement combining band-split RNN and speaker attentive module

Xiaohuai Le, Li Chen, Chao He +4

Target speaker information can be utilized in speech enhancement (SE) models to more effectively extract the desired speech. Previous works introduce the speaker embedding into spe…

eess.AS2023

Two-stage Neural Network for ICASSP 2023 Speech Signal Improvement Challenge

Mingshuai Liu, Shubo Lv, Zihan Zhang +6

In ICASSP 2023 speech signal improvement challenge, we developed a dual-stage neural model which improves speech signal quality induced by different distortions in a stage-wise div…

cs.SD2021★ 6 cited

A Lottery Ticket Hypothesis Framework for Low-Complexity Device-Robust Neural Acoustic Scene Classification

Hao Yen, Chao-Han Huck Yang, Hu Hu +9

We propose a novel neural model compression strategy combining data augmentation, knowledge transfer, pruning, and quantization for device-robust acoustic scene classification (ASC…

cs.SD2020★ 47 cited

A Two-Stage Approach to Device-Robust Acoustic Scene Classification

Hu Hu, Chao-Han Huck Yang, Xianjun Xia +13

To improve device robustness, a highly desirable key feature of a competitive data-driven acoustic scene classification (ASC) system, a novel two-stage system based on fully convol…

eess.AS2020★ 46 cited

Device-Robust Acoustic Scene Classification Based on Two-Stage Categorization and Data Augmentation

Hu Hu, Chao-Han Huck Yang, Xianjun Xia +13

In this technical report, we present a joint effort of four groups, namely GT, USTC, Tencent, and UKE, to tackle Task 1 - Acoustic Scene Classification (ASC) in the DCASE 2020 Chal…