General-Purpose-Sound-Recognition-Demo

General purpose sound recognition demo.

Example

We apply the audio tagging system to build a sound event detection (SED) system. The SED prediction is obtained by applying the audio tagging system on consecutive 2-second segments. The video of demo can be viewed at:
https://www.youtube.com/watch?v=7TEtDMzdLeY

Download models

This is a demo based on our AudioSet work. Please download trained models from https://zenodo.org/record/3576599, and save models in models folder.

Please also check our AudioSet work on https://github.com/qiuqiangkong/audioset_tagging_cnn, where the model of this demo is trained.

Run

Create python environment first from:

conda env create -f environment.yml

Simply run

python MSoS_demo_generalisation.py

Citation

If you use our codes in any format, please consider citing the following paper:

[1] Qiuqiang Kong, Yin Cao, Turab Iqbal, Yuxuan Wang, Wenwu Wang, Mark D. Plumbley. "PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition." arXiv preprint arXiv:1912.10211 (2019).

Authors

Yin Cao, Qiuqiang Kong, Christian Kroos, Turab Iqbal, Wenwu Wang, Mark Plumbley