Auflistung nach Schlagwort "Representation learning"

Auflistung nach Schlagwort "Representation learning"

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  • Feature descriptor by convolution and pooling autoencoders 
    Chen, Lin; Rottensteiner, Franz; Heipke, Christian (Göttingen : Copernicus GmbH, 2015)
    In this paper we present several descriptors for feature-based matching based on autoencoders, and we evaluate the performance of these descriptors. In a training phase, we learn autoencoders from image patches extracted ...
  • Up-Net: a generic deep learning-based time stepper for parameterized spatio-temporal dynamics 
    Stender, Merten; Ohlsen, Jakob; Geisler, Hendrik; Chabchoub, Amin; Hoffmann, Norbert; Schlaefer, Alexander (Berlin ; Heidelberg : Springer, 2023)
    In the age of big data availability, data-driven techniques have been proposed recently to compute the time evolution of spatio-temporal dynamics. Depending on the required a priori knowledge about the underlying processes, ...