Research Article

Big Transfer Learning for Fine Art Classification

Table 4

State-of-the-art results for artist, genre, and style categorization on the original MultitaskPainting100k dataset and the resized one.

ReferenceMethodMultitaskPainting100k
ArtistStyleGenreAverage

[13]STN + HOG56.557.263.656.85
[34]Structure selection65.5063.1567.8365.49
BiT-S (ours)Big transfer-25651.3860.1670.2355.77
BiT-M (ours)Big transfer-25666.0464.3271.9765.18
BiT-S (ours)Big transfer-ori53.7261.1270.4861.77
BiT-M (ours)Big transfer-ori68.1465.8272.6468.87