🔧 other

Nes2Net

Lightweight nested architecture for voice anti-fraud.

#machine learning
#deep learning
#speech processing
#audio analysis
#Anti-fraud
Nes2Net

Product Details

Nes2Net is a lightweight nested architecture designed for basic model-driven speech anti-fraud tasks, with low error rates and suitable for audio deepfakes detection. The model has performed well on multiple datasets, and the pre-trained model and code have been released on GitHub for easy use by researchers and developers. Suitable for audio processing and security fields, it is mainly positioned to improve the efficiency and accuracy of speech recognition and anti-fraud.

Main Features

1
Provides a variety of pre-trained models to facilitate and quickly implement anti-fraud tasks.
2
Supports simple inference on audio, and users can directly use existing models for testing.
3
Easy to install and use, supports Conda and Pip installation environments.
4
Models can be customized and trained to fit specific data sets.
5
Implemented specific functional support for the CTR-SVDD dataset, suitable for research in this field.
6
Provides evaluation tools to calculate EER and minDCF to help users evaluate model effects.
7
Contains detailed usage instructions and sample commands to reduce learning costs.

How to Use

1
Clone the Nes2Net library locally.
2
To install the required dependency packages, use the command: conda env create -f SVDD.yml or pip install -r requirements.txt.
3
Download the required pre-trained model and store it in the specified path.
4
Run the easy_inference_demo.py script, specifying the model path and audio file to be tested.
5
Carry out model training as needed, use the train.py script, and adjust parameters.
6
To perform model evaluation, use the eval.py script to view the model's performance and evaluation results.

Target Users

Nes2Net is suitable for researchers, developers and enterprise users, especially professionals working in audio processing and speech recognition. Its ease of use and efficiency make it ideal for deepfakes detection.

Examples

Use Nes2Net to detect deepfake audio files and ensure the authenticity of the audio.

Using pretrained models in academic research to improve speech recognition accuracy.

Enterprises use Nes2Net to conduct security reviews of audio content to prevent the spread of fake audio.

Quick Access

Visit Website →

Categories

🔧 other
› speech recognition
› Safety

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