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Paper · 2410.12379 · 2024

Stylistic Multi-Task Analysis of Ukiyo-e Woodblock Prints

arXiv · PDF · Open in the Atlas

Code that ran

We lifted 3 functions out of this paper's own repositories and ran 3 of them in a sandbox. "Ran" means the function executed on a synthesized input and returned a value. It is not a reproduction of the paper's results.

RepositoryRoleRan
selinakhan/stylistic-MTL-ukiyoe canonical 3 of 3
FunctionStatusWhere it lives
accuracy_MTL Ran selinakhan/stylistic-MTL-ukiyoe/evaluate.py
pointer only (licence: NONE) · get_code("a419cd45f419d2b6")
accuracy_MTL_supp Ran selinakhan/stylistic-MTL-ukiyoe/evaluate.py
pointer only (licence: NONE) · get_code("88dfac20743063bf")
accuracy_STL_regression Ran selinakhan/stylistic-MTL-ukiyoe/evaluate.py
pointer only (licence: NONE) · get_code("0f8b431f35aad0e4")

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Abstract

In this work we present a large-scale dataset of \textit{Ukiyo-e} woodblock prints. Unlike previous works and datasets in the artistic domain that primarily focus on western art, this paper explores this pre-modern Japanese art form with the aim of broadening the scope for stylistic analysis and to provide a benchmark to evaluate a variety of art focused Computer Vision approaches. Our dataset consists of over $175.000$ prints with corresponding metadata (\eg artist, era, and creation date) from the 17th century to present day. By approaching stylistic analysis as a Multi-Task problem we aim to more efficiently utilize the available metadata, and learn more general representations of style. We show results for well-known baselines and state-of-the-art multi-task learning frameworks to enable future comparison, and to encourage stylistic analysis on this artistic domain.

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