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multimodal-speech-emotion-recognizer's Introduction

multimodal-speech-emotion-recognizer

This is a PyTorch re-implementation code for the following paper:

Multimodal Speech Emotion Recognition using Audio and Text, IEEE SLT-18, [paper]


[download data corpus]

  • IEMOCAP [link] [paper]
  • download IEMOCAP data from its original web-page (license agreement is required)

[data preprocessing]

  • for the preprocessing, refer to codes in the "./preprocessing"
  • this part comes from the paper auther's repository: https://github.com/david-yoon/multimodal-speech-emotion
  • Examples

    MFCC : MFCC features of the audio signal (ex. train_audio_mfcc.npy)
    MFCC-SEQN : valid lenght of the sequence of the audio signal (ex. train_seqN.npy)
    PROSODY : prosody features of the audio signal (ex. train_audio_prosody.npy)
    LABEL : targe label of the audio signal (ex. train_label.npy)
    TRANS : sequences of trasnciption (indexed) of a data (ex. train_nlp_trans.npy)

[training]

  • run "train_script.sh"
  • or run "python "single_text_trainer.py", "single_audio_trainer.py", "multi_modal_trainer.py", and "multi_modal_attn_trainer.py", manually

[evaluation]

  • run "evaluate.ipynb" to inference testing data with 4 different models
  • and then, run "analysis/Confusion_Matrix.ipynb" to plot the confusion matrix

multimodal-speech-emotion-recognizer's People

Contributors

min-sheng avatar

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