• Analysis and improvement proposal on self-supervised deep learning 

      González Estepa, Imanol (Universitat Politècnica de Catalunya, 2023-01-25)
      Projecte Final de Màster Oficial
      Accés obert
      Self-supervised learning is an emerging deep learning paradigm that aims at removing the label-dependency problems suffered by most supervised learning algorithms. Instance discrimination algorithms have proved to be very ...
    • Application of deep learning general-purpose neural architectures based on vision transformers for ISIC melanoma classification 

      Dueñas Gaviria, David (Universitat Politècnica de Catalunya, 2022-10-18)
      Projecte Final de Màster Oficial
      Accés obert
      The field of computer vision has for years been dominated by Convolutional Neural Networks (CNNs) in the medical field. However, there are various other Deep Learning (DL) techniques that have become very popular in this ...
    • Social relation recognition in egocentric photo-strems 

      Sanchez Aimar, Emanuel (Universitat Politècnica de Catalunya, 2018-04-17)
      Projecte Final de Màster Oficial
      Accés obert
      Realitzat a/amb:   Universitat de Barcelona / Universitat Rovira i Virgili
      Presentamos un método para la categorización automática de relaciones sociales en secuencias de imágenes egocéntricas. Por cada imagen, extraemos características visuales con redes convolucionales (atributos como edad, ...