https://github.com/letianlee/speech-emotion-recognition

An implementation of Speech Emotion Recognition, based on HuBERT model, training with PyTorch and HuggingFace framework, and fine-tuning on the RAVDESS dataset.
https://github.com/letianlee/speech-emotion-recognition

hubert huggingface pytorch-implementation ravdess-dataset speech-emotion-classification speech-emotion-recognition

Last synced: about 1 month ago
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An implementation of Speech Emotion Recognition, based on HuBERT model, training with PyTorch and HuggingFace framework, and fine-tuning on the RAVDESS dataset.

• Host: GitHub
• URL: https://github.com/letianlee/speech-emotion-recognition
• Owner: LetianLee
• License: apache-2.0
• Created: 2022-05-09T21:48:59.000Z (about 3 years ago)
• Default Branch: main
• Last Pushed: 2022-05-18T15:48:31.000Z (about 3 years ago)
• Last Synced: 2025-04-23T22:05:36.605Z (about 1 month ago)
• Topics: hubert, huggingface, pytorch-implementation, ravdess-dataset, speech-emotion-classification, speech-emotion-recognition
• Language: Jupyter Notebook
• Homepage:
• Size: 569 KB
• Stars: 33
• Watchers: 2
• Forks: 7
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Speech Emotion Recognition

An implementation of Speech Emotion Recognition.

This implementation is based on [*HuBERT*](https://arxiv.org/abs/2106.07447)  model, training with [*PyTorch*](https://pytorch.org/)  and [*HuggingFace*](https://huggingface.co/) framework, and fine-tuning on the [*RAVDESS*](https://zenodo.org/record/1188976) dataset.

Please read:  [*Speech-Emotion-Recognition.ipynb*](https://github.com/LetianLee/Speech-Emotion-Recognition/blob/main/Speech-Emotion-Recognition.ipynb)