Intro 简介

The Chinese Traditional Instrument Sound Model is a cutting-edge research outcome based on the Chinese Traditional Instrument Sound Dataset. This model covers recordings of over 200 types of Chinese traditional musical instruments, modified instruments, and ethnic minority instruments. Notably, it includes some instruments that are rarely seen among the general public in China. By conducting in-depth analysis and learning of the sound characteristics of these instruments, the model can accurately identify and classify the sounds of various instruments, providing strong technical support for music information retrieval, musical instrument research, and the preservation and inheritance of ethnic music.

中国传统乐器识别模型是一项基于中国传统乐器音响数据集训练得到的先进研究成果。该模型涵盖了 200 多种中国传统乐器、改良乐器以及少数民族乐器的录音。特别引人注目的是，这些乐器中包括了一些在中国大众中较为罕见的乐器。通过对这些乐器的声音特征进行深入分析和学习，该模型能够准确识别和分类各种乐器的声音，为音乐信息检索、乐器研究以及民族音乐的传承与保护提供了强有力的技术支持。

Demo 在线演示

https://huggingface.co/spaces/ccmusic-database/CTIS

Usage 使用

from modelscope import snapshot_download
model_dir = snapshot_download("ccmusic-database/CTIS")

Maintenance 维护

git clone [email protected]:ccmusic-database/CTIS
cd CTIS

Results 训练结果

Backbone	Size(M)	Mel	CQT	Chroma
vit_l_32	306.5	0.936	0.921	*0.845*
swin_t	28.3	*0.956*	*0.940*	0.759

regnet_y_32gf	145	*0.973*	*0.980*	0.848
vgg19_bn	143.7	0.966	0.965	*0.852*
alexnet	61.1	0.936	0.921	0.661
resnet101	44.5	0.953	0.949	0.782
inception_v3	27.2	0.860	0.855	0.664

Best result 最佳结果

Loss curve
Training and validation accuracy
Confusion matrix

Dataset 数据集

https://huggingface.co/datasets/ccmusic-database/CTIS

Mirror 镜像

https://www.modelscope.cn/models/ccmusic-database/CTIS

Evaluation 校验

https://github.com/monetjoe/ccmusic_eval

Cite 引用

@dataset{zhaorui_liu_2021_5676893, 
  author       = {Monan Zhou, Shenyang Xu, Zhaorui Liu, Zhaowen Wang, Feng Yu, Wei Li and Baoqiang Han}, 
  title        = {CCMusic: an Open and Diverse Database for Chinese Music Information Retrieval Research}, 
  month        = {Mar}, 
  year         = {2024}, 
  publisher    = {HuggingFace}, 
  version      = {1.2}, 
  url          = {https://huggingface.co/ccmusic-database}
}

ccmusic-database
/

CTIS