Search Results for author: Jinhua Liang

Found 7 papers, 3 papers with code

Mind the Domain Gap: a Systematic Analysis on Bioacoustic Sound Event Detection

no code implementations27 Mar 2024 Jinhua Liang, Ines Nolasco, Burooj Ghani, Huy Phan, Emmanouil Benetos, Dan Stowell

A recent development in the field is the introduction of the task known as few-shot bioacoustic sound event detection, which aims to train a versatile animal sound detector using only a small set of audio samples.

Data Augmentation Domain Adaptation +3

WavCraft: Audio Editing and Generation with Natural Language Prompts

1 code implementation14 Mar 2024 Jinhua Liang, huan zhang, Haohe Liu, Yin Cao, Qiuqiang Kong, Xubo Liu, Wenwu Wang, Mark D. Plumbley, Huy Phan, Emmanouil Benetos

We introduce WavCraft, a collective system that leverages large language models (LLMs) to connect diverse task-specific models for audio content creation and editing.

In-Context Learning

WavJourney: Compositional Audio Creation with Large Language Models

1 code implementation26 Jul 2023 Xubo Liu, Zhongkai Zhu, Haohe Liu, Yi Yuan, Meng Cui, Qiushi Huang, Jinhua Liang, Yin Cao, Qiuqiang Kong, Mark D. Plumbley, Wenwu Wang

Subjective evaluations demonstrate the potential of WavJourney in crafting engaging storytelling audio content from text.

Audio Generation

Adapting Language-Audio Models as Few-Shot Audio Learners

no code implementations28 May 2023 Jinhua Liang, Xubo Liu, Haohe Liu, Huy Phan, Emmanouil Benetos, Mark D. Plumbley, Wenwu Wang

We presented the Treff adapter, a training-efficient adapter for CLAP, to boost zero-shot classification performance by making use of a small set of labelled data.

Audio Classification Few-Shot Learning +1

Channel Compression: Rethinking Information Redundancy among Channels in CNN Architecture

no code implementations2 Jul 2020 Jinhua Liang, Tao Zhang, Guoqing Feng

Aiming at channel compression, a novel convolutional construction named compact convolution is proposed to embrace the progress in spatial convolution, channel grouping and pooling operation.

Acoustic Scene Classification Event Detection +4

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