Essays about: "Tobias Frenger"

Found 1 essay containing the words Tobias Frenger.

  1. 1. Transfer learning between domains : Evaluating the usefulness of transfer learning between object classification and audio classification

    University essay from Högskolan i Skövde/Institutionen för informationsteknologi

    Author : Tobias Frenger; Johan Häggmark; [2020]
    Keywords : Convolutional neural networks; Object classification; Audio classification; Transfer learning; Inception-V3; Inception-ResNet-V2; Keras; ImageNet; Mini-Inception; Mini-Inception-ResNet; Mel-spectrogram; CIFAR-10;

    Abstract : Convolutional neural networks have been successfully applied to both object classification and audio classification. The aim of this thesis is to evaluate the degree of how well transfer learning of convolutional neural networks, trained in the object classification domain on large datasets (such as CIFAR-10, and ImageNet), can be applied to the audio classification domain when only a small dataset is available. READ MORE