💻 programming

DiariZen

A toolkit for speaker segmentation

#machine learning
#audio processing
#Open source tools
#speaker segmentation
#MIT license
DiariZen

Product Details

DiariZen is a speaker segmentation toolkit powered by AudioZen and Pyannote 3.1. Speaker segmentation is a key step in audio processing, which can distinguish different speakers in a piece of audio. This technology is widely used in many fields such as meeting records, phone monitoring, and security monitoring. DiariZen's main advantages include ease of use, high accuracy and open source, allowing researchers and developers to freely use and improve it. DiariZen is released on GitHub under an MIT license, which means it is completely free and can be used commercially.

Main Features

1
Based on AudioZen and Pyannote 3.1, it provides efficient speaker segmentation function.
2
Supports a variety of public data sets, such as AMI, AISHELL-4 and AliMeeting, for model training and evaluation.
3
Provides pre-trained models and estimated RTTM files for users to use directly.
4
Supports speaker segmentation using WavLM Base+ and ResNet34-LM models.
5
Detailed installation and usage instructions are provided to facilitate users to get started quickly.
6
Open source code, allowing users to customize and optimize according to their needs.

How to Use

1
1. Create a virtual Python environment and activate it.
2
2. Install DiariZen and its dependencies.
3
3. Download and prepare the required data sets.
4
4. Download pre-trained models such as WavLM Base+ and ResNet34-LM.
5
5. Modify the paths of the data set and configuration files.
6
6. Run the provided script for speaker segmentation.
7
7. Analyze the results and further process or visualize the segmented audio data as needed.

Target Users

目标受众主要是音频处理领域的研究人员和开发者,特别是那些需要进行说话人分割以分析多说话人音频的用户。DiariZen的易用性和准确性使其成为学术研究和商业应用的理想选择。

Examples

Researchers used DiariZen to perform speaker segmentation on conference recordings to analyze speech patterns in the conference.

Security agencies use DiariZen to process surveillance recordings to identify and track specific individuals.

Developers integrate DiariZen into their applications to provide real-time speaker recognition.

Quick Access

Visit Website →

Categories

💻 programming
› audio generation
› Development and Tools

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