Essays about: "Representation Disentanglement"

Found 3 essays containing the words Representation Disentanglement.

  1. 1. 3D Facial Modelling for Valence Estimation

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Ioannis Athanasiadis; [2022]
    Keywords : Computer Graphics; Machine Learning; Representation Disentanglement; Valence Estimation;

    Abstract : We, as humans, purposely alter our facial expression to convey information during our daily interactions. However, our facial expressions can also unconsciously change based on external stimuli. READ MORE

  2. 2. Analysis of the effect of latent dimensions on disentanglement in Variational Autoencoders

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Joakim Dahl; [2021]
    Keywords : ;

    Abstract : Disentanglement is a subcategory to Representaton learning where we, apart from believing that useful properties can be extracted from the data in a more compact form, also envision that the data itself is constituted from a lower-dimensional subset of explanatory factors. Explanatory factors are an ambiguous concept and what they portray varies with the dataset. READ MORE

  3. 3. Multimodal Brain Age Estimation

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Oscar Danielsson; [2020]
    Keywords : ;

    Abstract : Machine learning models trained on MRI brain scans of healthy subjects can be used to predict age. Accurate estimation of brain age is important for reliably detecting abnormal aging in the brain. One way to increase the accuracy of predicted brain age is through using multimodal data. READ MORE