cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.c.3629954_d1
title: Additional file 2: Table S8. of Genome-wide DNA methylation analysis of transient neonatal diabetes type 1 patients with mutations in ZFP57

description: Hypo- and hypermethylated regions detected in at least 2 patients. Additionally, the following characteristics of the regions are included in the table: known imprinting status, CpG island, ZFP57 motifs, microarray probes, bisulphite-sequencing results, allele-specific methylation, intermediate methylation and H3K4me2/me3.
DOI: 10.6084/m9.figshare.c.3630209_d2
title: Additional file 3: of Positive selection on panpulmonate mitogenomes provide new clues on adaptations to terrestrial life

description: Comparison of models M0 (one-ratio), M1a (nearly neutral), and M2a (positive selection), and. Values in bold represent highly significant differences (p
DOI: 10.6084/m9.figshare.c.3630209_d4
title: Additional file 5: of Positive selection on panpulmonate mitogenomes provide new clues on adaptations to terrestrial life

description: Branch-site test of positive selection on the mitochondrial genes (Model A vs. Null model). Values in bold represent highly significant differences (p
DOI: 10.6084/m9.figshare.c.3630209_d5
title: Additional file 6: of Positive selection on panpulmonate mitogenomes provide new clues on adaptations to terrestrial life

description: GenBank accession numbers of the 50 sequences used in this study. (XLSX 12 kb)
DOI: 10.6084/m9.figshare.c.3630218_d1
title: Additional file 6: Table S4. of Transcriptome analysis of human brain tissue identifies reduced expression of complement complex C1Q Genes in Rett syndrome

description: RNA-seq data overview. (XLS 7Â kb)
DOI: 10.6084/m9.figshare.c.3630209_d6
title: Additional file 4: of Positive selection on panpulmonate mitogenomes provide new clues on adaptations to terrestrial life

description: Comparison of models M7, M8 and M8a. Values in bold represent highly significant differences (p
DOI: 10.6084/m9.figshare.c.3630209_d7
title: Additional file 7: of Positive selection on panpulmonate mitogenomes provide new clues on adaptations to terrestrial life

description: Primer sequences used to close the gaps and complete the mitochondrial genomes of Arion and Carychium. (XLSX 9 kb)
DOI: 10.6084/m9.figshare.c.3630218_d2
title: Additional file 5: Table S3. of Transcriptome analysis of human brain tissue identifies reduced expression of complement complex C1Q Genes in Rett syndrome

description: Brain tissue and RNA samples. (XLS 10Â kb)
DOI: 10.6084/m9.figshare.c.3630218_d4
title: Additional file 9: Table S7. of Transcriptome analysis of human brain tissue identifies reduced expression of complement complex C1Q Genes in Rett syndrome

description: Gene Ontology Enrichment Results for Downregulated Genes. (XLS 68Â kb)
DOI: 10.6084/m9.figshare.c.3630221_d1
title: Additional file 1: Table S1. of Prospecting major genes in dairy buffaloes

description: P-values, allelic substitution effect and percentage of phenotypic genetic variance of the SNPs used in the GWAS for the ten traits in dairy buffaloes. (XLSX 30.7 mb)
DOI: 10.15468/dl.m5fj7e
title: Occurrence Download

description: A dataset containing 326299 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lactuca serriola L."
 ]
}

 The dataset includes 326299 records from 2581 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034120-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efswfw
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Angelica edulis Miyabe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006223-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15131116
title: Stable Diffusion generated images - AIS-4SD dataset

description: AIS-4SD

AIS-4SD (AI Summit - 4 Stable Diffusion models) is a collection of 4.000 images, generated using a set of Stability AI text-to-image diffusion models

Context

This dataset was developed during the development of a collaborative project between PEReN and VIGINUM for the AI Summit held in Paris in February 2025. This open-source project aims at assessing generated images detectors performances and their robustness to different models and transformations. The code is free and open source, and contributions to connect additional detectors are also welcome.

Official repository: https://code.peren.gouv.fr/open-source/ai-action-summit/generated-image-detection.

Dataset summary

This dataset can be used to assess detection models performances, and in particular their robustness to successive updates of the generation model. 

Dataset description

1.000 generated images with four different versions of stability AI text-to-image diffusion model.

For each models, we generated:



500 portraits (👨) using SFHQ-T2I "random" prompts for faces (see Github repo, and dataset on Kaggle),

500 more general content images (🖼️) using captions of Google's Conceptual Captions dataset.







Model
Number of images




stabilityai/stable-diffusion-xl-base-1.0
500 👨 + 500 🖼️


stabilityai/stable-diffusion-2-1
500 👨 + 500 🖼️


stabilityai/stable-diffusion-3-medium-diffusers
500 👨 + 500 🖼️


stabilityai/stable-diffusion-3.5-large
500 👨 + 500 🖼️







 


Reproducibility

The scripts used to generated these images can be found on our open-source repository (see this specific file). After setting-up our project, you can run:

$ poetry run python scripts/generate_images.py

With minor updates to these scripts you can enrich this dataset with your specific needs.

Dataset structure

One zip file with the following structure, each directory containing the associated 500 images:

AIS-4SD/
├── generation_metadata.csv
├── StableDiffusion-2.1-faces-20250203-1448
├── StableDiffusion-2.1-other-20250203-1548
├── StableDiffusion-3.5-faces-20250203-1012
├── StableDiffusion-3.5-other-20250203-1603
├── StableDiffusion-3-faces-20250203-1545
├── StableDiffusion-3-other-20250203-1433
├── StableDiffusion-XL-faces-20250203-0924
└── StableDiffusion-XL-other-20250203-1727

The metadata for generated images (see generation_metadata.csv) are:



model: model used for generation,

prompt: prompt used for generation (ie Conceptual Captions caption or sfhqt2i prompt, with some minor prompt engineering),

guidance_scale: guidance scale of diffusion process,

num_inference_steps: number of inference steps of diffusion process,

generated_img_relative_path: relative path to image in zip structure.


Project status

Project is under ongoing development. A preliminary blog post can be found here: https://www.peren.gouv.fr/en/perenlab/2025-02-11_ai_summit/.
DOI: 10.5281/zenodo.15131117
title: Stable Diffusion generated images - AIS-4SD dataset

description: AIS-4SD

AIS-4SD (AI Summit - 4 Stable Diffusion models) is a collection of 4.000 images, generated using a set of Stability AI text-to-image diffusion models

Context

This dataset was developed during the development of a collaborative project between PEReN and VIGINUM for the AI Summit held in Paris in February 2025. This open-source project aims at assessing generated images detectors performances and their robustness to different models and transformations. The code is free and open source, and contributions to connect additional detectors are also welcome.

Official repository: https://code.peren.gouv.fr/open-source/ai-action-summit/generated-image-detection.

Dataset summary

This dataset can be used to assess detection models performances, and in particular their robustness to successive updates of the generation model. 

Dataset description

1.000 generated images with four different versions of stability AI text-to-image diffusion model.

For each models, we generated:



500 portraits (👨) using SFHQ-T2I "random" prompts for faces (see Github repo, and dataset on Kaggle),

500 more general content images (🖼️) using captions of Google's Conceptual Captions dataset.







Model
Number of images




stabilityai/stable-diffusion-xl-base-1.0
500 👨 + 500 🖼️


stabilityai/stable-diffusion-2-1
500 👨 + 500 🖼️


stabilityai/stable-diffusion-3-medium-diffusers
500 👨 + 500 🖼️


stabilityai/stable-diffusion-3.5-large
500 👨 + 500 🖼️







 


Reproducibility

The scripts used to generated these images can be found on our open-source repository (see this specific file). After setting-up our project, you can run:

$ poetry run python scripts/generate_images.py

With minor updates to these scripts you can enrich this dataset with your specific needs.

Dataset structure

One zip file with the following structure, each directory containing the associated 500 images:

AIS-4SD/
├── generation_metadata.csv
├── StableDiffusion-2.1-faces-20250203-1448
├── StableDiffusion-2.1-other-20250203-1548
├── StableDiffusion-3.5-faces-20250203-1012
├── StableDiffusion-3.5-other-20250203-1603
├── StableDiffusion-3-faces-20250203-1545
├── StableDiffusion-3-other-20250203-1433
├── StableDiffusion-XL-faces-20250203-0924
└── StableDiffusion-XL-other-20250203-1727

The metadata for generated images (see generation_metadata.csv) are:



model: model used for generation,

prompt: prompt used for generation (ie Conceptual Captions caption or sfhqt2i prompt, with some minor prompt engineering),

guidance_scale: guidance scale of diffusion process,

num_inference_steps: number of inference steps of diffusion process,

generated_img_relative_path: relative path to image in zip structure.


Project status

Project is under ongoing development. A preliminary blog post can be found here: https://www.peren.gouv.fr/en/perenlab/2025-02-11_ai_summit/.
DOI: 10.15468/dl.bhqs35
title: Occurrence Download

description: A dataset containing 877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Opistophthalmus carinatus (Peters, 1861))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 877 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012947-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sbqgj
title: Occurrence Download

description: A dataset containing 982 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Periploca laevigata Aiton"
 ]
}

 The dataset includes 982 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008105-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v22t9p
title: Occurrence Download

description: A dataset containing 169730 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Numenius americanus Bechstein, 1812"
 ]
}

 The dataset includes 169730 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009665-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111322478
title: Cuneiform Tablet 000244, CUN.000244

description: [Text Description:] Cuneiform Tablet, Letter, 000244 ❧ [Text or Publication Number Note:] CUN.000244 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.15468/dl.6axxdp
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myrmotherula klagesi Todd, 1927"
 ]
}

 The dataset includes 104 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063742-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oxstxz
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petunia alpicola L.B.Sm. & Downs"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008119-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykf4bh
title: Occurrence Download

description: A dataset containing 32176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Passerculus sandwichensis (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 32176 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009668-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxbcex
title: Occurrence Download

description: A dataset containing 12533 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cenchrus ciliaris L."
 ]
}

 The dataset includes 12533 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063348-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111322479
title: Cuneiform Tablet 000244, CUN.000244

description: [Text Description:] Cuneiform Tablet, Letter, 000244 ❧ [Text or Publication Number Note:] CUN.000244 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.6084/m9.figshare.25962124
title: Supplementary table 1 BP Descriptives.docx

description: Identifying the minimum number of BP readings for an accurate ambulatory BP exam. This is a supplement table of the participants.
DOI: 10.6084/m9.figshare.25962124.v1
title: Supplementary table 1 BP Descriptives.docx

description: Identifying the minimum number of BP readings for an accurate ambulatory BP exam. This is a supplement table of the participants.
DOI: 10.15468/dl.c0mdhr
title: Occurrence Download

description: A dataset containing 72185 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Belgian Coccinellidae - Ladybird beetles in Belgium"
 ]
}

 The dataset includes 72185 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064019-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5hkha
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dysosma versipellis (Hance) M.Cheng"
 ]
}

 The dataset includes 124 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063994-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.botbnn
title: Occurrence Download

description: A dataset containing 3113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tilapia zillii (Gervais, 1848)"
 ]
}

 The dataset includes 3113 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063345-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgghho
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petunia mantiqueirensis T.Ando & Hashim."
 ]
}

 The dataset includes 34 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008122-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111131220
title: Incense Altar from Nahal Hever?, Schoyen MS 1655/4

description: [Text Description:] Bronze incense altar with four horns ❧ [Text or Publication Number Note:] Schoyen MS 1655/4 ❧ [Medium:] Metal ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Bronze incense altar with green patina; 67 mm high, weight 110g. ❧ [Physical Object Note:] 4 horns, one on each corner, with 4 small stepped ornamental elevations between horns; 9 circular recesses
DOI: 10.15468/dl.z7mg2y
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ashmeadiella opuntiae (Cockerell, 1897)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 252 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063765-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6oq6c
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peucedanum longifolium Waldst. & Kit."
 ]
}

 The dataset includes 97 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008125-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111131224
title: Incense Altar from Nahal Hever?, Schoyen MS 1655/4

description: [Text Description:] Bronze incense altar with four horns ❧ [Text or Publication Number Note:] Schoyen MS 1655/4 ❧ [Medium:] Metal ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Bronze incense altar with green patina; 67 mm high, weight 110g. ❧ [Physical Object Note:] 4 horns, one on each corner, with 4 small stepped ornamental elevations between horns; 9 circular recesses
DOI: 10.15468/dl.oqyqlq
title: Occurrence Download

description: A dataset containing 3740 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larrea tridentata (DC.) Coville"
 ]
}

 The dataset includes 3740 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063388-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw4n1w
title: Occurrence Download

description: A dataset containing 8208 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Amphisbaena fuliginosa Linnaeus, 1758",
 "TaxonKey is Amphitomeus attemsi (Schubart, 1934)",
 "TaxonKey is Ampithoe valida S.I.Smith, 1873",
 "TaxonKey is Amsinckia calycina (Moris) Chater",
 "TaxonKey is Amsinckia eastwoodiae J.F.Macbr.",
 "TaxonKey is Amsinckia intermedia Fisch. & C.A.Mey.",
 "TaxonKey is Amsinckia lycopsoides Lehm.",
 "TaxonKey is Amsinckia menziesii (Lehm.) A.Nelson & J.F.Macbr."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8208 records from 160 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011087-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utvmsz
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus arkansana Sarg.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063755-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsyl4m
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phaiophleps biflora (Thunb.) R.C.Foster"
 ]
}

 The dataset includes 15 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008127-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dji3wx
title: Occurrence Download

description: A dataset containing 3740 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larrea tridentata (DC.) Coville"
 ]
}

 The dataset includes 3740 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063389-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111131415
title: Incense Altar from Nahal Hever?, Schoyen MS 1655/4

description: [Text Description:] Bronze incense altar with four horns ❧ [Text or Publication Number Note:] Schoyen MS 1655/4 ❧ [Medium:] Metal ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Bronze incense altar with green patina; 67 mm high, weight 110g. ❧ [Physical Object Note:] 4 horns, one on each corner, with 4 small stepped ornamental elevations between horns; 9 circular recesses
DOI: 10.15468/dl.7ejuwu
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zephyrarchaea marae Rix & Harvey, 2012"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008144-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnru86
title: Occurrence Download

description: A dataset containing 12794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelecanus onocrotalus Linnaeus, 1758",
 "Country is South Africa"
 ]
}

 The dataset includes 12794 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063779-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqj0f3
title: Occurrence Download

description: A dataset containing 27474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Norway",
 "DatasetKey is International Barcode of Life project (iBOL)",
 {
 "or" : [
 "InstitutionCode is %22norwegian%20university%20of%20science%20and%20technology,%20museum%20of%20natural%20history%20and%20archaeology%22",
 "InstitutionCode is ntnu university museum, department of natural history"
 ]
 }
 ]
}

 The dataset includes 27474 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063758-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.