google/uis-rnn
This is the library for the Unbounded Interleaved-State Recurrent Neural Network (UIS-RNN) algorithm, corresponding to the paper Fully Supervised Speaker Diarization.
# Technical Summary The library implements a clustering algorithm for sequential data using interleaved-state RNNs with PyTorch, accepting variable-length embedding sequences and outputting speaker cluster assignments. It features block-wise data augmentation during training to improve robustness with limited data, and supports both list-based and concatenated sequence input formats for flexibility across different dataset sizes. The model operates on pre-computed embeddings (speaker d-vectors) rather than raw audio, enabling integration into larger speaker diarization pipelines.
1,589 stars. No commits in the last 6 months.
Stars
1,589
Forks
319
Language
Python
License
Apache-2.0
Category
Last pushed
Sep 25, 2024
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/voice-ai/google/uis-rnn"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Related tools
espnet/espnet
End-to-End Speech Processing Toolkit
yeyupiaoling/PPASR
基于PaddlePaddle实现端到端中文语音识别,从入门到实战,超简单的入门案例,超实用的企业项目。支持当前最流行的DeepSpeech2、Conformer、Squeezeformer模型
flashlight/wav2letter
Facebook AI Research's Automatic Speech Recognition Toolkit
yeyupiaoling/PaddlePaddle-DeepSpeech
基于PaddlePaddle实现的语音识别,中文语音识别。项目完善,识别效果好。支持Windows,Linux下训练和预测,支持Nvidia Jetson开发板预测。
philipperemy/deep-speaker
Deep Speaker: an End-to-End Neural Speaker Embedding System.