Datasets:

sergiopicascia
/

thecowofrembrandt

Tasks:

Text-to-Image

Modalities:

Image

Languages:

English

ArXiv:

Tags:

art

License:

Dataset card Data Studio Files Files and versions Community

Dataset Preview

Split (1)

train

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The dataset generation failed

Error code:   DatasetGenerationError
Exception:    UnicodeDecodeError
Message:      'utf-8' codec can't decode byte 0xff in position 0: invalid start byte
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1815, in _prepare_split_single
                  for _, table in generator:
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/csv/csv.py", line 188, in _generate_tables
                  csv_file_reader = pd.read_csv(file, iterator=True, dtype=dtype, **self.config.pd_read_csv_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/streaming.py", line 73, in wrapper
                  return function(*args, download_config=download_config, **kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/utils/file_utils.py", line 1199, in xpandas_read_csv
                  return pd.read_csv(xopen(filepath_or_buffer, "rb", download_config=download_config), **kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/parsers/readers.py", line 1026, in read_csv
                  return _read(filepath_or_buffer, kwds)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/parsers/readers.py", line 620, in _read
                  parser = TextFileReader(filepath_or_buffer, **kwds)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/parsers/readers.py", line 1620, in __init__
                  self._engine = self._make_engine(f, self.engine)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/parsers/readers.py", line 1898, in _make_engine
                  return mapping[engine](f, **self.options)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/parsers/c_parser_wrapper.py", line 93, in __init__
                  self._reader = parsers.TextReader(src, **kwds)
                File "parsers.pyx", line 574, in pandas._libs.parsers.TextReader.__cinit__
                File "parsers.pyx", line 663, in pandas._libs.parsers.TextReader._get_header
                File "parsers.pyx", line 874, in pandas._libs.parsers.TextReader._tokenize_rows
                File "parsers.pyx", line 891, in pandas._libs.parsers.TextReader._check_tokenize_status
                File "parsers.pyx", line 2053, in pandas._libs.parsers.raise_parser_error
              UnicodeDecodeError: 'utf-8' codec can't decode byte 0xff in position 0: invalid start byte
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1456, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1055, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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prompt string	template string	content_word string	style_word string	seed int64	use_quantile bool	iou_threshold float64	iou_baseline_mean float64	iou_baseline_std float64	support_a_baseline float64	support_b_baseline float64	support_intersection_baseline float64	support_union_baseline float64	iou_baseline_cs_mean float64	iou_baseline_cs_std float64	support_a_baseline_cs float64	support_b_baseline_cs float64	support_intersection_baseline_cs float64	support_union_baseline_cs float64	iou_score float64	support_content float64	support_style float64	support_intersection float64	support_union float64
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	false	0.1	0.934055	0.055966	0.936863	0.988943	0.930179	0.995626	0.951801	0.05309	0.95549	0.996259	0.951776	0.999973	0.994987	0.996427	0.998561	0.994987	1
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	true	0.1	0.847405	0.038919	0.9	0.9	0.825233	0.974767	0.826771	0.019171	0.9	0.9	0.814547	0.985454	0.800059	0.900002	0.9	0.800034	0.999969
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	false	0.2	0.619136	0.27167	0.622698	0.913834	0.591266	0.945266	0.704762	0.262952	0.725186	0.96807	0.700917	0.992339	0.954462	0.958773	0.995689	0.954462	1
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	true	0.2	0.719953	0.077907	0.800001	0.800001	0.667856	0.932145	0.683294	0.043311	0.800001	0.8	0.64885	0.951151	0.604633	0.8	0.8	0.602887	0.997113
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	false	0.3	0.393872	0.232918	0.36677	0.74586	0.314751	0.797879	0.456023	0.257284	0.484912	0.889757	0.434244	0.940426	0.811413	0.822797	0.988605	0.811408	0.999994
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	true	0.3	0.603187	0.114805	0.7	0.7	0.522314	0.877686	0.55043	0.062566	0.7	0.7	0.495545	0.904456	0.425345	0.7	0.700001	0.417782	0.982219
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	false	0.4	0.264478	0.226092	0.217235	0.581678	0.157329	0.641583	0.284256	0.233537	0.314533	0.768816	0.246029	0.83732	0.560562	0.583307	0.974104	0.55943	0.997981
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	true	0.4	0.500564	0.147694	0.600001	0.600001	0.392628	0.807375	0.428479	0.076227	0.600001	0.600001	0.357549	0.842454	0.287455	0.600003	0.6	0.267929	0.932075
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	false	0.5	0.177903	0.194865	0.13297	0.436795	0.071201	0.498564	0.16581	0.191031	0.201309	0.624618	0.121633	0.704294	0.277201	0.333321	0.919543	0.271919	0.980945
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	true	0.5	0.414705	0.178714	0.5	0.5	0.281933	0.718068	0.324403	0.090959	0.5	0.5	0.241395	0.758605	0.18028	0.5	0.5	0.152743	0.847257
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	false	0.6	0.140732	0.185152	0.079159	0.283566	0.025652	0.337073	0.091087	0.117975	0.12558	0.456168	0.044657	0.537091	0.060094	0.165191	0.781596	0.053671	0.893116
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	true	0.6	0.350183	0.211541	0.400001	0.400001	0.193264	0.606738	0.235754	0.099365	0.400001	0.400001	0.148503	0.651499	0.096554	0.400001	0.400002	0.070442	0.72956
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	false	0.7	0.111863	0.176342	0.044523	0.164589	0.005778	0.203334	0.04824	0.059831	0.073562	0.303884	0.009296	0.36815	0.0012	0.061722	0.59628	0.000789	0.657213
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	true	0.7	0.303779	0.247719	0.3	0.300001	0.124029	0.475972	0.160684	0.105476	0.300001	0.300001	0.078983	0.521019	0.043964	0.300001	0.300001	0.025268	0.574735
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	false	0.8	0.098742	0.185835	0.017607	0.065181	0.000858	0.08193	0.03366	0.040325	0.02873	0.12503	0.000981	0.152778	0	0.014941	0.257104	0	0.272045
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	true	0.8	0.274672	0.27193	0.200001	0.200001	0.073074	0.326928	0.110281	0.108176	0.200001	0.200001	0.036542	0.36346	0.018214	0.200002	0.200001	0.007155	0.392847
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	false	0.9	0.078181	0.176665	0.00294	0.01106	0.000096	0.013904	0.047637	0.070194	0.004445	0.019467	0.000104	0.023808	0	0.001638	0.038793	0	0.040431
a painting of a person in the Abstract Expressionism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Abstract Expressionism	0	true	0.9	0.239834	0.26819	0.1	0.1	0.032146	0.167855	0.083275	0.095751	0.1	0.1	0.014004	0.185997	0.000501	0.1	0.1	0.0001	0.199901
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	false	0.1	0.969296	0.029507	0.976516	0.990566	0.968207	0.998875	0.975685	0.024955	0.981397	0.993771	0.975429	0.999739	0.988768	0.989161	0.999484	0.988707	0.999938
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	true	0.1	0.845874	0.048307	0.9	0.9	0.824194	0.975806	0.836351	0.037662	0.9	0.9	0.819386	0.980614	0.818465	0.9	0.9	0.810154	0.989845
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	false	0.2	0.875052	0.111829	0.901215	0.960695	0.869057	0.992853	0.890724	0.102896	0.917059	0.96825	0.888124	0.997184	0.928171	0.927008	0.997298	0.926311	0.997995
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	true	0.2	0.717933	0.108599	0.8	0.8	0.664961	0.935039	0.7	0.099222	0.8	0.8	0.655663	0.944338	0.642679	0.8	0.8	0.625981	0.974019
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	false	0.3	0.708388	0.177645	0.767232	0.894745	0.689533	0.972444	0.715694	0.188223	0.792077	0.891345	0.702093	0.981328	0.729274	0.748568	0.970595	0.72501	0.994153
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	true	0.3	0.59281	0.159771	0.7	0.7	0.512218	0.887782	0.564313	0.140971	0.7	0.7	0.497856	0.902144	0.511888	0.700001	0.7	0.474006	0.925995
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	false	0.4	0.459489	0.254322	0.554211	0.756228	0.417919	0.89252	0.467345	0.258126	0.591994	0.729058	0.42931	0.891743	0.396551	0.472787	0.865955	0.380136	0.958606
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	true	0.4	0.47199	0.193596	0.600001	0.600001	0.370564	0.829439	0.432225	0.154855	0.600001	0.600001	0.352377	0.847625	0.415275	0.6	0.600001	0.352109	0.847893
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	false	0.5	0.271431	0.253621	0.386848	0.563354	0.21358	0.736622	0.256027	0.262467	0.404015	0.527418	0.209583	0.72185	0.091169	0.14898	0.751169	0.075209	0.824941
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	true	0.5	0.368791	0.218439	0.500001	0.500001	0.250792	0.74921	0.312507	0.150754	0.500001	0.500002	0.228063	0.771939	0.332946	0.5	0.500003	0.249783	0.75022
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	false	0.6	0.14784	0.192967	0.248742	0.356984	0.083685	0.522041	0.113204	0.16015	0.261836	0.341747	0.077271	0.526312	0.009792	0.045518	0.554494	0.005818	0.594193
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	true	0.6	0.287557	0.235339	0.400001	0.400002	0.158681	0.641322	0.211166	0.140703	0.400001	0.400001	0.130696	0.669307	0.258734	0.400001	0.400002	0.164441	0.635561
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	false	0.7	0.077138	0.140195	0.14154	0.188542	0.024394	0.305688	0.036935	0.063922	0.148994	0.167827	0.015999	0.300822	0.001082	0.024643	0.270077	0.000319	0.294401
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	true	0.7	0.222602	0.233031	0.300001	0.300001	0.0929	0.507101	0.128535	0.12064	0.300001	0.300001	0.062613	0.53739	0.186198	0.300001	0.300002	0.094183	0.50582
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	false	0.8	0.04247	0.122105	0.047657	0.063063	0.004118	0.106602	0.018372	0.063944	0.05058	0.049926	0.001255	0.099252	0	0.017765	0.065719	0	0.083484
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	true	0.8	0.169258	0.21561	0.200001	0.200001	0.047751	0.352251	0.068459	0.094711	0.200001	0.200002	0.023067	0.376936	0.120831	0.200002	0.200002	0.043122	0.356881
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	false	0.9	0.015143	0.059516	0.005708	0.010294	0.000267	0.015735	0.013264	0.047825	0.006531	0.008097	0.000193	0.014436	0	0.007145	0.005193	0	0.012338
a painting of a person in the Action painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Action painting	1	true	0.9	0.119312	0.197963	0.100001	0.100001	0.016831	0.183171	0.031711	0.09608	0.100001	0.100001	0.004851	0.19515	0.041115	0.1	0.100001	0.007898	0.192103
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	false	0.1	0.941542	0.041897	0.947667	0.984184	0.936913	0.994939	0.951415	0.040328	0.959999	0.990804	0.951126	0.999677	0.982389	0.986329	0.99606	0.982389	1
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	true	0.1	0.856714	0.051329	0.9	0.9	0.829809	0.970191	0.839569	0.045581	0.9	0.9	0.82092	0.97908	0.800004	0.900001	0.9	0.800002	0.999998
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	false	0.2	0.716044	0.152155	0.727964	0.898384	0.680307	0.946042	0.747709	0.148049	0.781682	0.924519	0.730741	0.975459	0.839287	0.914372	0.924914	0.839287	1
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	true	0.2	0.738131	0.102634	0.800001	0.800001	0.676262	0.92374	0.702116	0.092279	0.800001	0.800001	0.65729	0.942712	0.602543	0.800003	0.8	0.601588	0.998415
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	false	0.3	0.395641	0.188786	0.394245	0.70367	0.316253	0.781662	0.43802	0.20464	0.481239	0.786297	0.393979	0.873558	0.553875	0.731719	0.818521	0.552579	0.997661
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	true	0.3	0.628587	0.143809	0.7	0.7	0.533532	0.866468	0.579546	0.133105	0.7	0.7	0.507454	0.892546	0.42234	0.7	0.7	0.415707	0.984293
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	false	0.4	0.229899	0.175424	0.201786	0.494373	0.122699	0.57346	0.237357	0.195061	0.27477	0.602656	0.181625	0.695801	0.252405	0.520377	0.659159	0.23772	0.941816
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	true	0.4	0.52776	0.171038	0.600001	0.600001	0.404262	0.79574	0.467574	0.15853	0.600001	0.600001	0.37272	0.827281	0.279757	0.6	0.6	0.262322	0.937678
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	false	0.5	0.193807	0.209248	0.11059	0.340207	0.048993	0.401803	0.142345	0.173756	0.161713	0.416374	0.080089	0.497998	0.086875	0.346461	0.443777	0.063165	0.727074
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	true	0.5	0.435438	0.189524	0.500001	0.5	0.290499	0.709502	0.368442	0.173692	0.500001	0.5	0.257251	0.74275	0.170651	0.500001	0.5	0.145775	0.854226
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	false	0.6	0.170075	0.219339	0.063583	0.19903	0.017951	0.244662	0.092112	0.132254	0.093807	0.239639	0.030732	0.302714	0.034731	0.209468	0.242034	0.015155	0.436347
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	true	0.6	0.356677	0.1991	0.400001	0.400001	0.196916	0.603087	0.292474	0.183181	0.400001	0.400001	0.168579	0.631423	0.102608	0.400001	0.400001	0.074448	0.725554
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	false	0.7	0.145747	0.211573	0.032802	0.084239	0.005574	0.111468	0.057887	0.101309	0.04743	0.105851	0.009292	0.143988	0.019558	0.106646	0.107033	0.004099	0.209579
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	true	0.7	0.2901	0.196622	0.3	0.300001	0.123747	0.476254	0.232386	0.179861	0.3	0.300001	0.103138	0.496864	0.0599	0.3	0.300002	0.033909	0.566093
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	false	0.8	0.107544	0.183684	0.011665	0.025754	0.00126	0.03616	0.028683	0.069581	0.016553	0.034114	0.001716	0.048951	0.002537	0.036009	0.036738	0.000184	0.072563
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	true	0.8	0.240955	0.186713	0.200001	0.200001	0.070373	0.329629	0.189434	0.165884	0.200001	0.200001	0.057506	0.342496	0.032633	0.200002	0.200001	0.012641	0.387362
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	false	0.9	0.066406	0.147655	0.002061	0.00389	0.000129	0.005822	0.010939	0.03944	0.002882	0.005267	0.00013	0.008019	0	0.006374	0.005438	0	0.011812
a painting of a person in the Analytical Cubism style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Analytical Cubism	2	true	0.9	0.217352	0.201755	0.100001	0.100001	0.031522	0.168479	0.154066	0.15572	0.100001	0.100001	0.023758	0.176243	0.018054	0.1	0.100001	0.003547	0.196455
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	false	0.1	0.971107	0.018732	0.976832	0.991442	0.969723	0.99855	0.969485	0.016127	0.980856	0.985986	0.968192	0.998649	0.964456	0.98712	0.977336	0.964456	1
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	true	0.1	0.855657	0.042739	0.9	0.9	0.829482	0.970519	0.843065	0.039552	0.900001	0.900001	0.822924	0.977077	0.801633	0.900002	0.9	0.800907	0.999095
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	false	0.2	0.837662	0.103067	0.863975	0.945128	0.824958	0.984145	0.814347	0.103123	0.873799	0.916368	0.803781	0.986386	0.758606	0.816223	0.942383	0.758606	1
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	true	0.2	0.740154	0.099874	0.8	0.8	0.677546	0.922455	0.732684	0.102376	0.8	0.800001	0.673441	0.92656	0.626244	0.8	0.800001	0.616138	0.983863
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	false	0.3	0.677618	0.178141	0.731841	0.856839	0.641984	0.946696	0.631749	0.200044	0.73164	0.807115	0.597389	0.941367	0.456142	0.550359	0.905189	0.455956	0.999592
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	true	0.3	0.618017	0.149595	0.7	0.7	0.527408	0.872592	0.616456	0.152071	0.7	0.7	0.526411	0.873589	0.454743	0.7	0.7	0.437631	0.962369
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	false	0.4	0.513444	0.233963	0.580696	0.745877	0.450071	0.876502	0.473622	0.260498	0.57739	0.690206	0.413612	0.853984	0.216144	0.335443	0.833858	0.207819	0.961482
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	true	0.4	0.508069	0.201183	0.600001	0.600001	0.390184	0.809817	0.513696	0.207065	0.600001	0.600001	0.392688	0.807314	0.278896	0.600001	0.600001	0.261691	0.938312
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	false	0.5	0.342358	0.23801	0.403209	0.607621	0.264119	0.74671	0.320849	0.262137	0.404233	0.550906	0.245661	0.709477	0.055584	0.168148	0.694172	0.045407	0.816913
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	true	0.5	0.421034	0.241644	0.500001	0.5	0.276002	0.723999	0.425861	0.250609	0.5	0.5	0.277286	0.722715	0.147454	0.5	0.5	0.128506	0.871494
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	false	0.6	0.198215	0.211381	0.232418	0.471366	0.125513	0.578271	0.200951	0.235013	0.246189	0.435293	0.126844	0.554638	0.002181	0.091916	0.552396	0.001402	0.64291
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	true	0.6	0.341319	0.248442	0.400001	0.400001	0.183327	0.616675	0.34538	0.261908	0.400001	0.400001	0.183279	0.616723	0.071107	0.400001	0.400001	0.053109	0.746892
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	false	0.7	0.114468	0.149208	0.105634	0.317381	0.046622	0.376393	0.129264	0.17214	0.124706	0.328372	0.058776	0.394302	0	0.056522	0.446661	0	0.503183
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	true	0.7	0.264959	0.21609	0.300001	0.300001	0.112064	0.487938	0.262116	0.214744	0.300001	0.300001	0.111019	0.488984	0.032633	0.300003	0.3	0.018961	0.581042
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	false	0.8	0.061328	0.093576	0.034775	0.149251	0.010013	0.174014	0.058186	0.09194	0.048682	0.189284	0.01637	0.221596	0	0.025947	0.301918	0	0.327865
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	true	0.8	0.20046	0.181171	0.200001	0.200001	0.059493	0.34051	0.191688	0.168587	0.200001	0.200001	0.057697	0.342305	0.004526	0.200001	0.200001	0.001802	0.398199
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	false	0.9	0.038372	0.08639	0.004553	0.01818	0.000309	0.022423	0.007936	0.01601	0.006066	0.022576	0.000239	0.028404	0	0.002645	0.035848	0	0.038493
a painting of a person in the Art Nouveau style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Art Nouveau	3	true	0.9	0.13506	0.153541	0.100001	0.1	0.020915	0.179086	0.121552	0.137734	0.100001	0.1	0.019213	0.180789	0	0.1	0.1	0	0.200001
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	false	0.1	0.975517	0.010721	0.980064	0.99174	0.973686	0.998118	0.973376	0.011858	0.982336	0.990967	0.973339	0.999963	0.9758	0.986027	0.989773	0.9758	1
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	true	0.1	0.853852	0.061552	0.9	0.9	0.827999	0.972	0.809149	0.017609	0.9	0.9	0.804964	0.995036	0.816316	0.900001	0.9	0.808983	0.991017
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	false	0.2	0.855439	0.070964	0.88442	0.937442	0.839492	0.98237	0.802809	0.061638	0.889944	0.909308	0.801172	0.99808	0.783942	0.877192	0.884377	0.77411	0.987458
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	true	0.2	0.723305	0.139552	0.8	0.800001	0.665707	0.934294	0.62621	0.052038	0.8	0.800001	0.615161	0.98484	0.672003	0.800001	0.8	0.643064	0.956937
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	false	0.3	0.685728	0.176987	0.76683	0.826937	0.643229	0.950538	0.521984	0.111695	0.759738	0.738466	0.512507	0.985697	0.563344	0.701551	0.637381	0.482478	0.856454
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	true	0.3	0.606536	0.227365	0.7	0.700001	0.511961	0.88804	0.446196	0.095782	0.7	0.700001	0.42819	0.971811	0.575696	0.700001	0.700001	0.511504	0.888497
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	false	0.4	0.536252	0.288562	0.661582	0.699392	0.457824	0.903151	0.299393	0.162462	0.635437	0.578401	0.268615	0.945224	0.616012	0.508693	0.459918	0.369227	0.599383
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	true	0.4	0.50691	0.29943	0.600001	0.600001	0.372952	0.82705	0.283818	0.146441	0.600001	0.600001	0.255265	0.944736	0.553303	0.6	0.6	0.427453	0.772548
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	false	0.5	0.431412	0.366257	0.571095	0.577506	0.316888	0.831712	0.168392	0.204862	0.52837	0.449133	0.113359	0.864144	0.580961	0.321871	0.370469	0.254416	0.437923
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	true	0.5	0.395185	0.303835	0.5	0.5	0.249118	0.750883	0.171214	0.187885	0.500001	0.5	0.128809	0.871192	0.599679	0.500001	0.5	0.374875	0.625126
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	false	0.6	0.344794	0.352785	0.473106	0.453645	0.221694	0.705057	0.075844	0.14523	0.425078	0.32233	0.035913	0.711495	0.263124	0.161907	0.286596	0.093429	0.355075
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	true	0.6	0.29831	0.282902	0.400001	0.400001	0.155027	0.644975	0.119283	0.216904	0.400001	0.400001	0.065245	0.734757	0.637215	0.400002	0.400001	0.311366	0.488636
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	false	0.7	0.193437	0.241742	0.279167	0.299493	0.096894	0.481766	0.025376	0.071679	0.257444	0.196687	0.007009	0.447123	0.035084	0.057071	0.189512	0.008358	0.238225
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	true	0.7	0.20886	0.236409	0.3	0.3	0.086063	0.513938	0.084674	0.187194	0.3	0.3	0.034582	0.565418	0.456417	0.3	0.3	0.18803	0.41197
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	false	0.8	0.060189	0.116576	0.088744	0.125617	0.013008	0.201353	0.002051	0.004823	0.087185	0.080696	0.00022	0.167661	0.004333	0.011443	0.078971	0.00039	0.090024
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	true	0.8	0.129134	0.174398	0.200001	0.200001	0.038225	0.361777	0.045027	0.109158	0.200001	0.200001	0.013851	0.386152	0.191513	0.200002	0.200001	0.064293	0.33571
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	false	0.9	0.017892	0.044603	0.009774	0.016565	0.000428	0.025912	0	0	0.010119	0.014907	0	0.025027	0	0.00197	0.020868	0	0.022839
a painting of a person in the Baroque style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Baroque	4	true	0.9	0.072745	0.124759	0.100001	0.100001	0.011417	0.188585	0.01142	0.026983	0.100001	0.100001	0.002125	0.197876	0.081094	0.1	0.1	0.015002	0.184999
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	false	0.1	0.959453	0.030297	0.984844	0.971556	0.957974	0.998425	0.968647	0.025337	0.987063	0.978361	0.96707	0.998354	0.980464	0.989349	0.991115	0.980464	1
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	true	0.1	0.844721	0.055577	0.9	0.9	0.823378	0.976621	0.850739	0.064729	0.9	0.9	0.826253	0.973747	0.799999	0.9	0.9	0.799999	1
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	false	0.2	0.832825	0.093655	0.906749	0.891314	0.816943	0.981121	0.858608	0.084046	0.921639	0.904245	0.843429	0.982455	0.872251	0.945096	0.927155	0.872251	1
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	true	0.2	0.716555	0.122066	0.8	0.8	0.663322	0.936679	0.721324	0.138379	0.8	0.8	0.66467	0.935331	0.6	0.8	0.8	0.6	1
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	false	0.3	0.594945	0.193078	0.7337	0.736859	0.546981	0.923579	0.645658	0.19872	0.775224	0.78348	0.60972	0.948983	0.70561	0.855474	0.850137	0.70561	1
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	true	0.3	0.597278	0.180653	0.7	0.700001	0.512453	0.887548	0.588285	0.198647	0.7	0.700001	0.505145	0.894857	0.403678	0.700001	0.700003	0.402621	0.997382
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	false	0.4	0.385578	0.231189	0.55105	0.550714	0.297315	0.804449	0.420955	0.249219	0.59251	0.642183	0.356007	0.878686	0.45624	0.670571	0.785668	0.45624	1
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	true	0.4	0.493122	0.23337	0.600001	0.600002	0.376281	0.823721	0.467007	0.250306	0.600001	0.600002	0.35838	0.841623	0.228121	0.600002	0.600002	0.222898	0.977106
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	false	0.5	0.260182	0.254187	0.373063	0.384429	0.142852	0.614639	0.263885	0.265872	0.408782	0.505306	0.175383	0.738705	0.182038	0.465019	0.710063	0.180966	0.994116
a painting of a person in the Color Field Painting style	a <MEDIUM> of a <CONTENT> in the <STYLE> style	person	Color Field Painting	5	true	0.5	0.418669	0.285716	0.5	0.500001	0.264966	0.735035	0.372932	0.291084	0.5	0.500001	0.238336	0.761665	0.0954	0.5	0.500001	0.087091	0.91291

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The Cow of Rembrandt: Analyzing Artistic Prompt Interpretation in Text-to-Image Models

Paper: HF, arXiv, GitHub
Contacts: [email protected]

This research investigates how text-to-image diffusion models internally represent artistic concepts like content and style when generating artworks. We generated 16000 images, varying prompt template, content and style, with StableDiffusionXL. Using cross-attention analysis, we examine how these models separate content-describing and style-describing elements in prompts. Our findings reveal that diffusion models show varying degrees of content-style separation, with content tokens typically influencing object regions and style tokens affecting backgrounds and textures.

You can find the code to generate data here and a webapp to explore the complete set of generated images here.

├── imgs_part1.zip                # Generated images and heatmaps (pt1)
├── imgs_part2.zip                # Generated images and heatmaps (pt2)
├── prompts.tab                   # Prompts used for experiments
└── content_style_iou_results.tab # IoU results of the experiments

Data

prompts.tab:

text: the prompt given to the model
template: the prompt template used
medium_word: the word used in place of <MEDIUM> (it is always painting)
content_word: the word used in place of <CONTENT>
style_word: the word used in place of <STYLE> seed: the seed used for the generation process

content_style_iou_results.tab:

prompt, template, content_word, style_word, seed: as before
use_quantile: whether the threshold is computed as relative quantile (True) or absolute value (False)
iou_threshold : threshold value
iou_baseline_mean, iou_baseline_std, support_a_baseline, support_b_baseline, support_intersection_baseline, support_union_baseline, iou_baseline_cs_mean, iou_baseline_cs_std, support_a_baseline_cs, support_b_baseline_cs, support_intersection_baseline_cs, support_union_baseline_cs: baseline statistics
iou_score, support_content, support_style, support_intersection, support_union: content-style IoU statistics

Entities

The entities used for populating the prompts have been taken from:

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