Browsing by Author "Coup, Sheldon"
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Difference in details: transfer learning case study of "cryptic" plants and moths Vetrova, Varvara; Coup, Sheldon; Frank, Eibe; Cree, Michael J. (2018)Can we classify species of very similar looking organisms quickly and accurately using only out of the box feature transfer? What if we only have small number of images? This experimental paper is part of on-going project ...
Domain specific transfer learning using image mixing and stochastic image selection Coup, Sheldon; Vetrova, Varara; Frank, Eibe; Tappenden, Rachael (2019)Can a gradual transition from the source to the target dataset improve knowledge transfer when fine-tuning a convolutional neural network to a new domain? Can we use training examples from general image datasets to improve ...
Hidden features: Experiments with feature transfer for fine-grained multi-class and one-class image categorization Vetrova, Varvara; Coup, Sheldon; Frank, Eibe; Cree, Michael J. (IEEE, 2018)Can we apply out-of-the box feature transfer using pre-trained convolutional neural networks in fine-grained multiclass image categorization tasks? What is the effect of (a) domainspecific fine-tuning and (b) a special-purpose ...
Co-authors for Sheldon Coup
Sheldon Coup has 5 co-authors in Research Commons.