UniSpeech VS ECAPA-TDNN

Compare UniSpeech vs ECAPA-TDNN and see what are their differences.

ECAPA-TDNN

Unofficial reimplementation of ECAPA-TDNN for speaker recognition (EER=0.86 for Vox1_O when train only in Vox2) (by TaoRuijie)
InfluxDB - Power Real-Time Data Analytics at Scale
Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
www.influxdata.com
featured
SaaSHub - Software Alternatives and Reviews
SaaSHub helps you find the best software and product alternatives
www.saashub.com
featured
UniSpeech ECAPA-TDNN
1 1
390 531
1.3% -
4.5 1.0
about 1 month ago 30 days ago
Python Python
GNU General Public License v3.0 or later MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

UniSpeech

Posts with mentions or reviews of UniSpeech. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-01-30.

ECAPA-TDNN

Posts with mentions or reviews of ECAPA-TDNN. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-08-31.
  • Using Edge Biometrics For Better AI Security System Development
    3 projects | dev.to | 31 Aug 2022
    The previous model with Jasper architecture was not able to verify the recordings of the same person taken from different microphones. So we solved this problem by using ECAPA-TDNN architecture, which was trained on VoxCeleb2 dataset from the SpeechBrain framework which did a better job at verifying employees.

What are some alternatives?

When comparing UniSpeech and ECAPA-TDNN you can also consider the following projects:

VBx - Variational Bayes HMM over x-vectors diarization

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.

speechbrain - A PyTorch-based Speech Toolkit

retinaface - RetinaFace: Deep Face Detection Library for Python

voicefilter - Unofficial PyTorch implementation of Google AI's VoiceFilter system

NeMo - A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)

thunder-speech - A Hackable speech recognition library.

hifigan-denoiser - HiFi-GAN: High Fidelity Denoising and Dereverberation Based on Speech Deep Features in Adversarial Networks

SincNet - SincNet is a neural architecture for efficiently processing raw audio samples.

Kaldi Speech Recognition Toolkit - kaldi-asr/kaldi is the official location of the Kaldi project.