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WikiArt-Style

Image Classification
Transformers
Safetensors
English
siglip
WikiArt
Style
art
SigLIP2
Model card Files
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  datasets:
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  - Artificio/WikiArt
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  library_name: transformers
 
 
 
 
 
 
 
 
 
 
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  ---
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  # **WikiArt-Style**
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  > **WikiArt-Style** is a vision model fine-tuned from **google/siglip2-base-patch16-224** using the **SiglipForImageClassification** architecture. It classifies art images into one of 137 painting style categories.
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  ```py
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  from datasets import load_dataset
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  datasets:
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  - Artificio/WikiArt
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  library_name: transformers
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+ language:
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+ - en
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+ base_model:
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+ - google/siglip2-base-patch16-224
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+ pipeline_tag: image-classification
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+ tags:
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+ - WikiArt
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+ - Style
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+ - art
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+ - SigLIP2
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  ---
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+ ![4.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/ece2eFBf1Hj4kEv0XJl4N.png)
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+
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  # **WikiArt-Style**
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  > **WikiArt-Style** is a vision model fine-tuned from **google/siglip2-base-patch16-224** using the **SiglipForImageClassification** architecture. It classifies art images into one of 137 painting style categories.
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+ ```
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+ Classification Report:
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+ precision recall f1-score support
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+
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+ Abstract Art 0.2784 0.3228 0.2990 979
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+ Abstract Expressionism 0.3615 0.5757 0.4441 2074
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+ Academicism 0.4410 0.0730 0.1253 972
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+ Action painting 0.0000 0.0000 0.0000 98
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+ American Realism 0.9592 0.1697 0.2883 277
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+ Analytical Cubism 0.2000 0.0115 0.0217 87
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+ Analytical Realism 0.6667 0.0225 0.0435 89
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+ Art Brut 0.0000 0.0000 0.0000 198
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+ Art Deco 0.6178 0.6801 0.6475 644
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+ Art Informel 0.3295 0.2486 0.2834 1267
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+ Art Nouveau (Modern) 0.5183 0.6289 0.5682 4899
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+ Automatic Painting 0.0000 0.0000 0.0000 37
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+ Baroque 0.5312 0.6495 0.5845 4400
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+ Biedermeier 0.0000 0.0000 0.0000 132
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+ Byzantine 0.0000 0.0000 0.0000 77
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+ Cartographic Art 0.0000 0.0000 0.0000 10
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+ Classicism 0.0000 0.0000 0.0000 223
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+ Cloisonnism 0.0000 0.0000 0.0000 172
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+ Color Field Painting 0.6947 0.5352 0.6046 910
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+ Conceptual Art 0.6667 0.0161 0.0315 124
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+ Concretism 0.3973 0.4596 0.4262 581
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+ Constructivism 0.3462 0.3022 0.3227 268
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+ Contemporary Realism 1.0000 0.0518 0.0985 309
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+ Costumbrismo 0.0000 0.0000 0.0000 19
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+ Cubism 0.3426 0.6926 0.4584 1747
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+ Cubo-Expressionism 0.0000 0.0000 0.0000 22
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+ Cubo-Futurism 0.0000 0.0000 0.0000 137
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+ Dada 0.5000 0.0098 0.0191 205
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+ Divisionism 0.6810 0.2337 0.3480 338
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+ Early Renaissance 0.5411 0.6329 0.5834 1351
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+ Environmental (Land) Art 0.0000 0.0000 0.0000 1
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+ Existential Art 0.0000 0.0000 0.0000 17
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+ Expressionism 0.4540 0.5701 0.5055 7013
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+ Fantastic Realism 0.0000 0.0000 0.0000 31
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+ Fauvism 0.4480 0.1710 0.2475 731
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+ Feminist Art 0.0000 0.0000 0.0000 18
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+ Figurative Expressionism 0.0000 0.0000 0.0000 19
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+ Futurism 0.4717 0.0859 0.1453 291
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+ Gongbi 0.0000 0.0000 0.0000 38
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+ Gothic 0.0000 0.0000 0.0000 12
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+ Hard Edge Painting 0.4458 0.3978 0.4205 372
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+ High Renaissance 0.5016 0.3653 0.4227 1314
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+ Hyper-Realism 0.0000 0.0000 0.0000 49
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+ Ilkhanid 0.0000 0.0000 0.0000 2
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+ Impressionism 0.6057 0.7266 0.6607 10643
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+ Indian Space painting 0.0000 0.0000 0.0000 25
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+ Ink and wash painting 0.7739 0.4459 0.5658 545
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+ International Gothic 0.8099 0.5349 0.6443 215
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+ Intimism 0.0000 0.0000 0.0000 109
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+ Japonism 0.0000 0.0000 0.0000 118
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+ Joseon Dynasty 0.0000 0.0000 0.0000 10
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+ Kinetic Art 0.0000 0.0000 0.0000 3
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+ Kitsch 0.0000 0.0000 0.0000 47
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+ Lettrism 0.0000 0.0000 0.0000 33
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+ Light and Space 0.0000 0.0000 0.0000 11
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+ Luminism 0.8333 0.0519 0.0978 385
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+ Lyrical Abstraction 0.4631 0.2060 0.2851 670
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+ Magic Realism 0.5883 0.5020 0.5417 1002
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+ Mail Art 0.0000 0.0000 0.0000 10
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+ Mannerism (Late Renaissance) 0.4875 0.3934 0.4355 1342
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+ Mechanistic Cubism 0.0000 0.0000 0.0000 69
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+ Metaphysical art 0.5385 0.0729 0.1284 192
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+ Minimalism 0.5352 0.5957 0.5638 460
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+ Miserablism 0.0000 0.0000 0.0000 8
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+ Modernismo 0.0000 0.0000 0.0000 43
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+ Mosan art 0.0000 0.0000 0.0000 39
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+ Muralism 0.3636 0.0268 0.0500 149
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+ Nanga (Bunjinga) 0.0000 0.0000 0.0000 58
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+ Nas-Taliq 0.0000 0.0000 0.0000 9
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+ Native Art 0.0000 0.0000 0.0000 21
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+ Naturalism 0.8459 0.6437 0.7311 435
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+ Naïve Art (Primitivism) 0.4897 0.5412 0.5142 2295
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+ Neo-Byzantine 0.0000 0.0000 0.0000 18
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+ Neo-Concretism 0.0000 0.0000 0.0000 44
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+ Neo-Dada 0.0000 0.0000 0.0000 131
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+ Neo-Expressionism 0.6763 0.2238 0.3363 420
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+ Neo-Figurative Art 0.0000 0.0000 0.0000 27
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+ Neo-Rococo 0.0000 0.0000 0.0000 97
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+ Neo-Romanticism 0.6762 0.1254 0.2116 566
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+ Neo-baroque 0.0000 0.0000 0.0000 105
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+ Neoclassicism 0.5868 0.3317 0.4238 2038
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+ Neoplasticism 0.8889 0.2775 0.4229 173
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+ New Casualism 0.0000 0.0000 0.0000 22
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+ New European Painting 0.0000 0.0000 0.0000 25
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+ New Realism 0.0000 0.0000 0.0000 329
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+ Nihonga 0.0000 0.0000 0.0000 29
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+ None 0.3056 0.0112 0.0215 986
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+ Northern Renaissance 0.6198 0.6448 0.6321 2379
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+ Nouveau Réalisme 0.0000 0.0000 0.0000 142
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+ Op Art 0.5120 0.7292 0.6016 528
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+ Orientalism 0.0000 0.0000 0.0000 392
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+ Orphism 0.6471 0.0444 0.0830 248
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+ Ottoman Period 0.8571 0.0833 0.1519 72
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+ Outsider art 0.0000 0.0000 0.0000 68
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+ Perceptism 0.0000 0.0000 0.0000 6
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+ Photorealism 0.0000 0.0000 0.0000 61
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+ Pointillism 0.6450 0.6347 0.6398 501
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+ Pop Art 0.5580 0.4501 0.4983 791
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+ Post-Impressionism 0.4611 0.4200 0.4396 5778
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+ Post-Minimalism 0.0000 0.0000 0.0000 31
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+ Post-Painterly Abstraction 0.6250 0.0296 0.0565 169
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+ Poster Art Realism 0.0000 0.0000 0.0000 43
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+ Precisionism 0.7258 0.3169 0.4412 284
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+ Primitivism 0.0000 0.0000 0.0000 36
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+ Proto Renaissance 0.4342 0.3626 0.3952 273
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+ Purism 0.5000 0.1635 0.2464 159
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+ Rayonism 0.0000 0.0000 0.0000 6
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+ Realism 0.4909 0.6939 0.5750 10523
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+ Regionalism 0.7500 0.1776 0.2872 321
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+ Renaissance 0.0000 0.0000 0.0000 1
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+ Rococo 0.4975 0.5913 0.5404 2733
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+ Romanesque 0.0000 0.0000 0.0000 55
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+ Romanticism 0.5182 0.5380 0.5279 9285
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+ Safavid Period 0.0000 0.0000 0.0000 39
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+ Shin-hanga 0.6894 0.7184 0.7036 380
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+ Social Realism 0.0000 0.0000 0.0000 305
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+ Socialist Realism 0.0000 0.0000 0.0000 95
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+ Spatialism 0.0000 0.0000 0.0000 83
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+ Spectralism 0.0000 0.0000 0.0000 5
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+ Street art 0.0000 0.0000 0.0000 23
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+ Suprematism 0.0000 0.0000 0.0000 80
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+ Surrealism 0.5011 0.6151 0.5523 4167
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+ Symbolism 0.4398 0.3087 0.3627 3476
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+ Synchromism 0.0000 0.0000 0.0000 10
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+ Synthetic Cubism 0.6914 0.2995 0.4179 187
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+ Synthetism 0.0000 0.0000 0.0000 49
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+ Sōsaku hanga 0.5753 0.2900 0.3856 369
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+ Tachisme 0.4366 0.1422 0.2145 436
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+ Tenebrism 0.0000 0.0000 0.0000 221
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+ Timurid Period 0.0000 0.0000 0.0000 17
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+ Tonalism 0.0000 0.0000 0.0000 202
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+ Transautomatism 0.0000 0.0000 0.0000 74
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+ Tubism 0.0000 0.0000 0.0000 21
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+ Ukiyo-e 0.7822 0.8612 0.8198 1426
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+ Verism 0.0000 0.0000 0.0000 84
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+ Yamato-e 0.0000 0.0000 0.0000 12
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+ Zen 0.6702 0.6702 0.6702 94
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+
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+ accuracy 0.5108 103250
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+ macro avg 0.2664 0.1708 0.1811 103250
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+ weighted avg 0.4956 0.5108 0.4822 103250
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+ ```
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+
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+
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  ```py
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  from datasets import load_dataset
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