Research Article

Big Transfer Learning for Fine Art Classification

Table 1

Number of images and classes for the different sources and tasks.

SourceTaskClassTrainTestTotal

Painting-91Artist912,2751,9914,266
Style131,2501,0882,338

WikiArtArtist2313,3445,70619,050
Genre1045,50119,49264,993
Style2757,02324,42181,444

MultitaskPainting100kArtist1,50869,82129,99599,816
Genre4169,82129,99599,816
Style12569,82129,99599,816