espnet
End-to-End Speech Processing Toolkit (by espnet)
Conv-TasNet
A PyTorch implementation of Conv-TasNet described in "TasNet: Surpassing Ideal Time-Frequency Masking for Speech Separation" with Permutation Invariant Training (PIT). (by kaituoxu)
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| espnet | Conv-TasNet | |
|---|---|---|
| 15 | 2 | |
| 7,852 | 632 | |
| 2.5% | - | |
| 10.0 | 1.3 | |
| 2 days ago | about 1 year ago | |
| Python | Python | |
| Apache License 2.0 | 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.
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.
espnet
Posts with mentions or reviews of espnet.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-01-17.
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WhisperSpeech – An Open Source text-to-speech system built by inverting Whisper
You might check out this list from espnet. They list the different corpuses they use to train their models sorted by language and task (ASR, TTS etc):
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[D] What's stopping you from working on speech and voice?
- https://github.com/espnet/espnet
- Íslensk talgervilsrödd sem hægt er að nota á Macca
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High quality, fast performing, local text to speech generation
This link has instructions for doing this for a Japanese model. It would have to be altered to work with ljspeech and the fine tune dataset.
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Text to speech generation
This work is made possible by the excellent advancements in text to speech modeling. ESPnet is a great project and should be checked out for more advanced and a wider range of use cases. This pipeline was also made possible by the great work from espnet_onnx in building a framework to export models to ONNX.
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[P] TorToiSe - a true zero-shot multi-voice TTS engine
CMU WavLab has ESPNet https://espnet.github.io/espnet/ which includes a number of high quality TTS models including VITS (which in my subjective experience is just as good as what is demonstrated here). Also the inference on various ESPNet pretrained TTS models is reasonable and sentences take on average 5 seconds per word to generate the waveform on my totally mid PC setup.
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How to get Job in NLP?
The reason I'm saying this is to point out that having and in-depth knowledge on speech processing/generation requires a lot of information about signal processing and human speech in general (eg. acoustics and phonetics). However, if you're not into learning everything there is to know about a subject, just take one state-of-the-art example and study that as best as you can. Pick one environment/toolkit, for example espnet and simply go with that.
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Help picking a good speech recognition library
https://github.com/espnet/espnet (kind of like a newer Kaldi, but also not beginner friendly)
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speechbrain VS espnet - a user suggested alternative
2 projects | 13 Oct 2021
both provide e2e ASR support but espnet does have more utilities where as speechbarain is clean
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Need help with training ASR model from scratch.
This is relatively small amount of speech to train the model from scratch, but you can train using another pre-trained model for initialization. There are numbers of end-to-end ASR toolkits which can be used for this: https://github.com/NVIDIA/NeMo and https://github.com/espnet/espnet
Conv-TasNet
Posts with mentions or reviews of Conv-TasNet.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-04-08.
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Conv-tasnet
The makefile in question is here: https://github.com/kaituoxu/Conv-TasNet/blob/master/tools/Makefile
What are some alternatives?
When comparing espnet and Conv-TasNet you can also consider the following projects:
speechbrain - A PyTorch-based Speech Toolkit
pytorch-tutorial - PyTorch Tutorial for Deep Learning Researchers
NeMo - NeMo: a framework for generative AI
Real-Time-Voice-Cloning - Clone a voice in 5 seconds to generate arbitrary speech in real-time
k2 - FSA/FST algorithms, differentiable, with PyTorch compatibility.
asteroid - The PyTorch-based audio source separation toolkit for researchers
fairseq - Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
nussl - A flexible source separation library in Python
kaldi-gstreamer-server - Real-time full-duplex speech recognition server, based on the Kaldi toolkit and the GStreamer framwork.
voicefilter - Unofficial PyTorch implementation of Google AI's VoiceFilter system
Kaldi Speech Recognition Toolkit - kaldi-asr/kaldi is the official location of the Kaldi project.
demucs - Code for the paper Hybrid Spectrogram and Waveform Source Separation, but the goddamm motherfucker doesn't work.
espnet vs speechbrain
Conv-TasNet vs pytorch-tutorial
espnet vs NeMo
Conv-TasNet vs Real-Time-Voice-Cloning
espnet vs k2
Conv-TasNet vs asteroid
espnet vs fairseq
Conv-TasNet vs nussl
espnet vs kaldi-gstreamer-server
Conv-TasNet vs voicefilter
espnet vs Kaldi Speech Recognition Toolkit
Conv-TasNet vs demucs