cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11532111
title: Recursive InPainting with Stable Difussion 2 Inpainting

description: Recursive inpainting with Stable Difussion

The dataset contains images extracted from WikiArt that have been recursively versioned using inpainting techniques with a version of the Stable Diffusion model oriented towards instructional inpainting called stable-diffusion-2-inpainting, used in the paper How Stable is Stable Diffusion under Recursive InPainting (RIP)? Presented at the GenAI Evaluation KDD2024: KDD workshop on Evaluation and Trustworthiness of Generative AI Models



 




The dataset contains two folders with two different experiments. Each experiment consists of performing recursive inpainting on 512x512 px images until reaching a percentage of pixels affected by the inpainting of 400% compared to the original image. Each experiment contains the following files:



original_imgs_grid.png* file with all the base images in an ordered grid or dataset folder with the original images.

mask_64x64/[number_figure]_64x64.png* with the inpainting version of [number_figure] and 64x64 mask

mask_128x128/[number_figure]_128x128.png* with the inpainting version of [number_figure] and 128x128 mask

mask_256x256/[number_figure]_256x256.png* with the inpainting version of [number_figure] and 256x256 mask

lpips_distances.xlsx with the results of applying the Learned Perceptual Image Path Similarity (LPIPS) metric in its variants SqueezeNet, AlexNet, and VGG. The metrics are calculated with respect to the original image and the previous image.


* Only images that license allow to share

There are three different experiments:



lpips_distances_100_images_1_seed: contains recursive inpaintings of 100 different images with a single seed. This allows the analysis of different images when performing recursive inpainting.

lpips_distances_10_images_15_seeds: contains recursive inpaintings of 10 different images with 15 different seeds. This allows the analysis of the differences in inpaintings when applying different seeds in the inpainting on the same image.

lpisp_distances_styles: contains recursive inpaintings of 80 images taken from seven pictorial styles and from sketches of an architect in subsets to 10 images.



Styles:

Mods folder: contains the same inpaintings but for modifications of the base image:



Black_White

Blue_Green: version with no red components.

Red_Blue: version with no green components.

Red_Green: version with no blue components.






The folder code includes the a README.md with the instructions and the scripts to run the experimentsCite our work in:

Conde, J., Gonzalez, M., Martínez, G. et al. Recursive InPainting (RIP): how much information is lost under recursive inferences?. AI & Soc 40, 6309–6325 (2025). https://doi.org/10.1007/s00146-025-02351-5
DOI: 10.17632/swndh73grn
title: Dataset for Clinical Analysis: Insulin-like Proteins and Glycemic Impact of Spray-Dried Camel Milk

description: This dataset provides supplemental nutritional and clinical markers derived from the research report "Camel Milk and Diabetes: Science-Backed Benefits for Type 1 and Type 2 Patients" (DOI: 10.5281/zenodo.17184240).

Data includes:
- Comparative concentrations of insulin-like proteins (approx. 52 units/liter) in camel milk versus bovine alternatives.
- Synthesis of HbA1c and fasting glucose reduction trends from randomized controlled trials (RCTs).
- Technical specifications of low-temperature spray-dried camel milk powder produced under EU standards.

Research conducted by the Head of Research & Strategic Partnerships at CamelWay. Full documentation and educational hub available at: https://camelway.eu/pages/camel-milk-and-diabetes-evidence

Official Corporate Website: https://camelway.eu/
DOI: 10.17632/swndh73grn.1
title: Dataset for Clinical Analysis: Insulin-like Proteins and Glycemic Impact of Spray-Dried Camel Milk

description: This dataset provides supplemental nutritional and clinical markers derived from the research report "Camel Milk and Diabetes: Science-Backed Benefits for Type 1 and Type 2 Patients" (DOI: 10.5281/zenodo.17184240).

Data includes:
- Comparative concentrations of insulin-like proteins (approx. 52 units/liter) in camel milk versus bovine alternatives.
- Synthesis of HbA1c and fasting glucose reduction trends from randomized controlled trials (RCTs).
- Technical specifications of low-temperature spray-dried camel milk powder produced under EU standards.

Research conducted by the Head of Research & Strategic Partnerships at CamelWay. Full documentation and educational hub available at: https://camelway.eu/pages/camel-milk-and-diabetes-evidence

Official Corporate Website: https://camelway.eu/
DOI: 10.17632/9z8s63t56b
title: HHHalgorithm_Datasets

description: This dataset contains 22 benchmark instances for the Maximum Coverage Facility Location Problem with Drones (MCFLPD), including both 80% and 100% battery capacity scenarios. For each instance, the best-known solutions (BKS), coverage values (min, max, average), computational times, and comparative results of Gurobi, 3SH/MCGRH, and the proposed Hybrid Hyper-Heuristic (HHH) algorithm are provided. All datasets are formatted in Excel (.xlsx) files to ensure reproducibility and facilitate future algorithmic comparisons.
DOI: 10.17632/9z8s63t56b.1
title: HHHalgorithm_Datasets

description: This dataset contains 22 benchmark instances for the Maximum Coverage Facility Location Problem with Drones (MCFLPD), including both 80% and 100% battery capacity scenarios. For each instance, the best-known solutions (BKS), coverage values (min, max, average), computational times, and comparative results of Gurobi, 3SH/MCGRH, and the proposed Hybrid Hyper-Heuristic (HHH) algorithm are provided. All datasets are formatted in Excel (.xlsx) files to ensure reproducibility and facilitate future algorithmic comparisons.
DOI: 10.5281/zenodo.17632495
title: KP RC Reports b07
DOI: 10.5281/zenodo.17632496
title: KP RC Reports b07
DOI: 10.15468/dl.qkaggm
title: Occurrence Download

description: A dataset containing 37828 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mosquito Alert Dataset"
 ]
}

 The dataset includes 37828 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004410-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nc6mhr
title: Occurrence Download

description: A dataset containing 231056357 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 231056357 records from 7095 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004153-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5znakr
title: Occurrence Download

description: A dataset containing 148797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollusca",
 "DatasetKey is Norwegian Biodiversity Information Centre - Other datasets",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 148797 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215138-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qar2ex
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ficus involucrata Blume"
 ]
}

 The dataset includes 88 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148002-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dqjsa
title: Occurrence Download

description: A dataset containing 1060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Nematomorpha"
 ]
}

 The dataset includes 1060 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014821-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xrfvf
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteroceras teres (Blume) Holttum"
 ]
}

 The dataset includes 91 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097435-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz2fhn
title: Occurrence Download

description: A dataset containing 37503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollusca",
 "DatasetKey is Seasearch Marine Surveys in England",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 37503 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215152-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fr3rnw
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corydalis vivipara Fedde"
 ]
}

 The dataset includes 49 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148004-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9a5457
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paronychia setigera (Gillies ex Hook.) F.Herm."
 ]
}

 The dataset includes 160 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061308-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mveaqw
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnura zonura (Bleeker, 1852)"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097436-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpbdp3
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollusca",
 "DatasetKey is Invasive species observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 342 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215150-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ag59jt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is incertae sedis",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((8.626693 39.875388,8.62707 39.875172,8.627919 39.874523,8.628625 39.874381,8.629282 39.874419,8.629657 39.874529,8.630078 39.874856,8.630313 39.87482,8.630596 39.874713,8.631067 39.874497,8.631913 39.874283,8.632617 39.874429,8.632852 39.87443,8.633276 39.874323,8.63445 39.874327,8.635295 39.874329,8.636282 39.874296,8.636799 39.874153,8.638378 39.868729,8.638944 39.868188,8.638098 39.868439,8.637346 39.868473,8.636314 39.868288,8.635093 39.86814,8.633496 39.868135,8.632183 39.867841,8.631104 39.867548,8.630117 39.867545,8.632048 39.86661,8.633322 39.865492,8.634455 39.864446,8.634973 39.864195,8.63634 39.863294,8.635591 39.862857,8.634794 39.862529,8.633481 39.862127,8.632871 39.862089,8.632214 39.86187,8.631885 39.861905,8.631463 39.861759,8.630947 39.861757,8.630666 39.861539,8.62888 39.861859,8.627563 39.862181,8.626621 39.862648,8.626245 39.862756,8.624599 39.86304,8.622859 39.863505,8.621779 39.863538,8.620138 39.863026,8.618685 39.862514,8.618121 39.86244,8.616855 39.86211,8.615962 39.86218,8.614932 39.861597,8.614419 39.861089,8.613852 39.861594,8.613379 39.862135,8.612718 39.862821,8.612154 39.862964,8.611774 39.863686,8.610825 39.865312,8.612466 39.865896,8.613027 39.866368,8.614055 39.86724,8.612363 39.867488,8.611187 39.86781,8.609865 39.869072,8.609298 39.869613,8.610096 39.869761,8.610753 39.869763,8.611599 39.869802,8.612491 39.869805,8.6131 39.87006,8.613357 39.874476,8.614061 39.874623,8.614765 39.874843,8.616217 39.875608,8.617159 39.875104,8.617535 39.875105,8.617723 39.87507,8.618101 39.874673,8.619041 39.874531,8.619746 39.874389,8.62017 39.874209,8.620593 39.87421,8.621297 39.874357,8.621718 39.874576,8.62242 39.875157,8.622936 39.875304,8.62317 39.875377,8.623262 39.875703,8.623402 39.875957,8.623729 39.876211,8.623822 39.876501,8.623679 39.876826,8.624426 39.877697,8.624471 39.878132,8.624373 39.878746,8.62437 39.879289,8.62451 39.879579,8.624367 39.879941,8.626808 39.880202,8.627748 39.880241,8.627936 39.880205,8.629019 39.879702,8.62832 39.87865,8.627251 39.876584,8.626693 39.875388)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028202-230530130749713/datasets/export for details.
DOI: 10.15468/dl.t7b4vm
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Hypecoum parviflorum Kar. & Kir."
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148015-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfmjh8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Isopsetta isolepis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148006-230224095556074/datasets/export for details.
DOI: 10.15468/dl.yc8x5b
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteroceras violaceum (Ridl.) Holttum"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097440-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwj8gp
title: Occurrence Download

description: A dataset containing 2973 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ostrinia furnacalis (Guenée, 1854)"
 ]
}

 The dataset includes 2973 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215153-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejpvxz
title: Occurrence Download

description: A dataset containing 7584 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Equus quagga chapmani Layard, 1865, Equus quagga quagga, Equus quagga boehmi Matschie, 1892, Equus quagga borensis Lönnberg, 1921, Equus quagga crawshayi de Winton, 1896, Equus quagga burchellii (Gray, 1824))"
 ]
}

 The dataset includes 7584 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028206-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufzd5d
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteroglossa glazioviana (Cogn.) Garay"
 ]
}

 The dataset includes 66 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097451-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v59w54
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pl@ntNet observations",
 "MediaType is Image",
 "TaxonKey is Misopates orontium (L.) Raf."
 ]
}

 The dataset includes 191 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148009-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5m3ebw
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paronychia monticola Cory"
 ]
}

 The dataset includes 53 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061290-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqsznn
title: Occurrence Download

description: A dataset containing 540 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterochaeta paniculata Steetz"
 ]
}

 The dataset includes 540 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097443-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezrp8q
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pl@ntNet observations",
 "MediaType is Image",
 "TaxonKey is Taraxacum officinale Weber ex F.H.Wigg."
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148017-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3m2g8
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paronychia mexicana Hemsl."
 ]
}

 The dataset includes 333 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061287-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88wpcy
title: Occurrence Download

description: A dataset containing 430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pl@ntNet observations",
 "MediaType is Image",
 "TaxonKey is Scandix pecten-veneris L."
 ]
}

 The dataset includes 430 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148011-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4hs9f
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteroglossa hilariana (Cogn.) Garay"
 ]
}

 The dataset includes 38 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097454-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztpnph
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollusca",
 "DatasetKey is DASSH Data Archive Centre expert sightings records",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 174 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215151-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcxavu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Aphrocallistes vastus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148012-230224095556074/datasets/export for details.
DOI: 10.15468/dl.f7fzhs
title: Occurrence Download

description: A dataset containing 406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fagus sylvatica L.)",
 "Country is one of (Spain)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 406 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068460-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg239k
title: Occurrence Download

description: A dataset containing 12905 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Year 2019-2021",
 "GadmGid is one of (COL.28.33_2)"
 ]
 }
 ]
}

 The dataset includes 12905 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014829-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35mw98
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Albatrossia pectoralis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148020-230224095556074/datasets/export for details.