Datasetpublic

34data/persona-fluxed-10k-2608-belgium

persona-fluxed-10k-2608-belgium Mirror of the exact bmcore v24 holdout subset. Source: retowyss/Persona-Fluxed-10k-2608. All 1,002 local basenames match belgium/train/. Contains 1002 synthetic image files. This mirror repackages the media; it does not grant additional rights. Source revision reviewed: abd1938c598a1f67a242bb35cd9740a5e1870e78. Original source card license: cc-by-4.0 language: - en - ja - ko - hi - pt - es - vi - nl - fr - de tags: -… See the full description on the dataset page: https://huggingface.co/datasets/34data/persona-fluxed-10k-2608-belgium.

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Dataset Card

persona-fluxed-10k-2608-belgium

Mirror of the exact bmcore v24 holdout subset. Source: retowyss/Persona-Fluxed-10k-2608.

All 1,002 local basenames match belgium/train/.

Contains 1002 synthetic image files. This mirror repackages the media; it does not grant additional rights.

Source revision reviewed: abd1938c598a1f67a242bb35cd9740a5e1870e78.

Original source card

license: cc-by-4.0 language:

—en
—ja
—ko
—hi
—pt
—es
—vi
—nl
—fr
—de tags:
—personas
—flux-2-klein
—synthetic
—portrait task_categories:
—text-to-image
—image-to-text prettyname: Persona Fluxed 10k 2608 sizecategories:
—10K<n<100K ---

Persona Fluxed 10k

Synthetic persona portraits rendered with FLUX.2-klein-4b (8-step, 1024x1024) from the NVIDIA Nemotron-Personas-* datasets. Each persona is grounded in real-world demographic, geographic and personality-trait distributions for its country (CC BY 4.0 source; no real people).

Currently Nemotron-Personas exist for:

—USA — English
—Japan — Japanese
—India — English, Hindi
—Brazil — Portuguese
—Singapore — English
—France — French
—Korea — Korean
—El Salvador — Spanish
—Vietnam — Vietnamese
—Belgium — Dutch, French, German, English

Structure

One subset per country (10), each with a single train split: PNG files + a metadata.csv in the same directory.

Columns

column	meaning
`file_name`	image file in the same directory
`uuid`	source persona id (stable across the 6 fields of one person)
`field`	persona facet: professional / sports / arts / travel / culinary / plain
`persona_text`	raw source description (native language)
`prompt`	exact prompt sent to the model (`"A photo of: "` + persona_text)
`style`	VLM-classified visual style: Photo / Photo-Collage / Digital Art / Other
`country`	config slug: usa, japan, india, brazil, singapore, france, korea, el-salvador, vietnam, belgium
`source_dataset`	originating `nvidia/Nemotron-Personas-*` repo id
`country_meta`	source's native country label
`age`, `sex`, `marital_status`, `education_level`, `occupation`	demographic attributes (native-language values, empty where absent)

Notes

—~10k portraits (10 countries x 167 personas x 6 fields).
—travel personas frequently render as multi-panel collages; arts personas drift toward stylized art most often. Filter on style as needed.
—Same uuid appears up to 6 times (once per facet) — join on uuid to group the facets of one person.

License

Both Nemotron and FLUX.2-klein-4b have permissive licenses.

—The docs and metadata of this dataset shall be considered CC BY 4.0
—No claims or guarantees are made in regards to images - provided as is.