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This package receives an mp4 file classfying it according to its emotions and generating a heat map

Project description

Multimodal Emotion Recognition from Videos

Esse projeto consiste na elaboração de um método capaz de extrair emoções em tempo real de um vídeo, organizando-as em um mapa de calor sobre as dimensões de arousal-valence.

Ele contém 4 métodos

  • transcript
    • Transforma um arquivo mp4 em um dataframe do Pandas contendo cada frase do vídeo e suas timestamps
  • emotion recognition
    • Classifica o dataframe do Pandas gerado pelo transcript quanto a suas emoções dependendo de qual "modality" for selecionada
      • "modality" = "transcript"
      • "modality" = "audio"
      • "modality" = "video"
  • get_labels
    • Retorna o dataframe
  • get_heatmap
    • Gera um heatmap com o dataframe desde que ele tenha sido classificado quanto as emoções

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