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Pytorch Kaldi ⭐ 2,138

pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit.

Sincnet ⭐ 764

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

Tensorflow_end2end_speech_recognition ⭐ 275

End-to-End speech recognition implementation base on TensorFlow (CTC, Attention, and MTL training)

Ctc_pytorch ⭐ 121

CTC end -to-end ASR for timit and 863 corpus.

Rnn Transducer ⭐ 100

MXNet implementation of RNN Transducer (Graves 2012): Sequence Transduction with Recurrent Neural Networks

Listen Attend And Spell ⭐ 75

Tensorflow implementation of "Listen, Attend and Spell" authored by William Chan. This project utilizes input pipeline and estimator API of Tensorflow, which makes the training and evaluation truly end-to-end.

Keras Sincnet ⭐ 49

Keras (tensorflow) implementation of SincNet (Mirco Ravanelli, Yoshua Bengio - https://github.com/mravanelli/SincNet)

Pytorch_mlp_for_asr ⭐ 27

This code implements a basic MLP for speech recognition. The MLP is trained with pytorch, while feature extraction, alignments, and decoding are performed with Kaldi. The current implementation supports dropout and batch normalization. An example for phoneme recognition using the standard TIMIT dataset is provided.

Timitspeech ⭐ 17

Speech recognition on the TIMIT (or any other) dataset

Pytorchsr ⭐ 12

Pytorch based phoneme recognition (TIMIT phoneme classification)

Automatic_speech_recognition_with_multi_models ⭐ 10

A Simple Automatic Speech Recognition (ASR) Model in Tensorflow, which only needs to focus on Deep Neural Network. It's easy to test popular cells (most are LSTM and its variants) and models (unidirectioanl RNN, bidirectional RNN, ResNet and so on). Moreover, you are welcome to play with self-defined cells or models.

Tensorflow Wavenet ⭐ 9

Implementation of WaveNet network based on Tensorflow.

Pytorch End To End Asr On Timit ⭐ 8

Attention-based end-to-end ASR on TIMIT in PyTorch

Gluon Audio ⭐ 7

A toolkit providing deep learning based audio recognition algorithm powered by Mxnet Gluon. Now only Text-Independent Speaker Recognition is implemented.

Sum-Product Networks (SPNs) for Robust Automatic Speaker Identification.

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