cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18504540
title: In-House Subset of MFID for AI-Generated Face Detection

description: This repository provides the In-House Subset of MFID (Multidimensional Facial Image Dataset), a curated dataset designed for AI-generated face detection research. The dataset contains both authentic human face images and synthetic face images generated by multiple state-of-the-art generative models, including diffusion-based models such as Stable Diffusion 2/3 and Flux 1, as well as other modern generation pipelines.

The dataset is constructed to support robust and generalizable deepfake detection by covering diverse demographic attributes (e.g., age, gender, pose) and multiple synthesis styles. It is intended as a benchmark for evaluating detection models under cross-model generalization scenarios.

This dataset accompanies the paper:

AI-Generated Face Detection Using Multi-Feature Fusion

The proposed approach integrates multi-domain forensic features (spatial RGB signals, statistical texture descriptors, frequency spectrum anomalies, and structural edge cues) to detect subtle artifacts introduced by generative models. Experimental results in the paper demonstrate strong detection performance and generalization ability across heterogeneous generative architectures.

The dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. Users are free to share and adapt the dataset for research purposes with proper attribution.

File format:





Image files organized by category (real vs. AI-generated)




labels.csv provides binary labels for training and evaluation



If you use this dataset, please cite our paper.
DOI: 10.57903/uj/ewzsti
title: Porous phantom measurement transformated data

description: Data is in the format:
X, Y and Z position [cm] with time [ps] for
Deexcitation, and Two of the Annihilation Hits in an event
DOI: 10.58032/agh/wy0gej
title: Python script for training machine leanrning models for glass density prediction

description: Accurately predicting glass density is crucial for designing novel materials. This study aims to develop a robust predictive model for the density of oxide glasses and, more im-portantly, to investigate how physically-informed feature engineering can create accurate and interpretable models that reveal underlying physical principles. Using a dataset of 76,593 oxide glasses from the SciGlass database, three ML models (ElasticNet, XGBoost, MLP) were trained and evaluated. Four distinct feature sets were constructed with increasing physical complexity, ranging from simple elemental composition to the advanced Magpie descriptors. The best model was further analyzed for interpretability using feature importance and SHAP analysis. A clear hierarchical improvement in predictive accuracy was observed with increasing feature sophistication across all models. The XGBoost model combined with the Magpie feature set provided the best performance, achieving a coefficient of determination (R2) of 0.97. Interpretability analysis revealed that the model's predictions were overwhelmingly driven by physical attributes, with mean atomic weight being the most influential predictor. The model learns to approximate the fundamental density equation using mean atomic weight as a proxy for molar mass and electronic structure features to estimate molar volume. This demonstrates that a data-driven approach can function as a scientifically valid and interpretable tool, accelerating the discovery of new materials.
DOI: 10.15468/dl.vw3jte
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoenicophorium borsigianum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016268-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5525/gla.researchdata.2130
title: Enhanced reversible barocaloric effect at low pressure in neopentyl plastic crystal solid solutions

description: Raw data associated with the publication to meet the journals open access requirements.
DOI: 10.5281/zenodo.18504836
title: Liquidity Mining as an Attack Surface: Incentive-Induced Liquidity Attacks in Concentrated Liquidity Market Makers
DOI: 10.5281/zenodo.18504837
title: Liquidity Mining as an Attack Surface: Incentive-Induced Liquidity Attacks in Concentrated Liquidity Market Makers
DOI: 10.15468/dl.ukat6g
title: Occurrence Download

description: A dataset containing 907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoenix reclinata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 907 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016269-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps2e58
title: Occurrence Download

description: A dataset containing 2389 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is PAMP-tracheo: Vascular plants in Pamplona Basin (Navarra, Spain). Undergraduate thesis, D. Vicente"
 ]
}

 The dataset includes 2389 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016271-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31280660
title: Supplementary data: Elemental baselines and deposition gradients in Sudbury, Canada: views from lichen, moss, snow, and soil

description: Supplementary data
DOI: 10.6084/m9.figshare.31280660.v1
title: Supplementary data: Elemental baselines and deposition gradients in Sudbury, Canada: views from lichen, moss, snow, and soil

description: Supplementary data
DOI: 10.15468/dl.rnxkup
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pholidocarpus macrocarpus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016272-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18504510
title: Ancillary dataset for Global River BankFull Discharge (GQBF)

description: This is a collection of the ancillary data of the Global River Bankfull Discharge (GQBF). It consists of 6 columns, [domain, reach_id, cv, darea_flag, grwl_width_flag, mapped].

This data should be matched with the GQBF dataset with [domain, reach_id]. 

The cv (coefficient of variation) indicates the relative uncertainty in the global estimation of bankfull river discharge (GQBF). The CV represents the variability among the tree-level estimations produced by the deployed random forest model and is calculated as the ratio of the standard deviation to the mean value across all tree estimations.

The darea_flag, grwl_width_flag indicate whether the drainage area, width of the river reach is out-of-distribution of the training samples of the bankfull discharge, respectively.

The mapped column flags river reaches as 0 when they either have width narrower than 30 m (or their overlap with the GRWL_WIDTH <0.5), or their estimated bankfull discharge is null, otherwise it is 1.  Note, the out-of-distribution river reaches are not considered as a rule to calculate this field. Those out-of-distribution river reaches should be identified with the darea_flag, grwl_width_flag.

Change log



v0.1 - 2024-09-29



First globally complete dataset published



v0.1 - 2024-11-19



Add vector files for regions SI, SP



v0.1 - 2025-10-27



Add the coefficient of variation of bankfull discharge estimations



v0.1 - 2026-02-06



Add compiled ancillary data for bankfull discharge estimations
DOI: 10.5281/zenodo.13855370
title: Ancillary dataset for Global River BankFull Discharge (GQBF)

description: This is a collection of the ancillary data of the Global River Bankfull Discharge (GQBF). It consists of 6 columns, [domain, reach_id, cv, darea_flag, grwl_width_flag, mapped].

This data should be matched with the GQBF dataset with [domain, reach_id]. 

The cv (coefficient of variation) indicates the relative uncertainty in the global estimation of bankfull river discharge (GQBF). The CV represents the variability among the tree-level estimations produced by the deployed random forest model and is calculated as the ratio of the standard deviation to the mean value across all tree estimations.

The darea_flag, grwl_width_flag indicate whether the drainage area, width of the river reach is out-of-distribution of the training samples of the bankfull discharge, respectively.

The mapped column flags river reaches as 0 when they either have width narrower than 30 m (or their overlap with the GRWL_WIDTH <0.5), or their estimated bankfull discharge is null, otherwise it is 1.  Note, the out-of-distribution river reaches are not considered as a rule to calculate this field. Those out-of-distribution river reaches should be identified with the darea_flag, grwl_width_flag.

Change log



v0.1 - 2024-09-29



First globally complete dataset published



v0.1 - 2024-11-19



Add vector files for regions SI, SP



v0.1 - 2025-10-27



Add the coefficient of variation of bankfull discharge estimations



v0.1 - 2026-02-06



Add compiled ancillary data for bankfull discharge estimations
DOI: 10.5281/zenodo.18504827
title: Candil (C-86-5-II-601)

description: Candil de pie alto proveniente del Castillejo de los Güajares (Guajar Faragüit). Esta modelado a torno y cocido en un ambiente oxidante. Presenta una cazoleta que forma una base plana con un labio trilobulado y un fuste corto con otra pequeña cazoleta en la parte superior. Como decoración presenta un vidriado amarillo - verdoso.

Cronología: XIII - XIV

Fotografías, modelo y descripción: https://sketchfab.com/ibarramedinaA

Este modelo forma parte de CEGRAM (Proyecto PID2022-140442NA-I00 financiado por MICIU/AEI/10.13039/501100011033/ y por FEDER, UE) e iCERAAM (Proyecto de Innovación docente: Ceramoteca medieval y moderna. Un instrumento docente y de divulgación. ICERAMM (PIB Tipo A nº 24-199), financiado por la Universidad de Granada)
DOI: 10.5281/zenodo.18504828
title: Candil (C-86-5-II-601)

description: Candil de pie alto proveniente del Castillejo de los Güajares (Guajar Faragüit). Esta modelado a torno y cocido en un ambiente oxidante. Presenta una cazoleta que forma una base plana con un labio trilobulado y un fuste corto con otra pequeña cazoleta en la parte superior. Como decoración presenta un vidriado amarillo - verdoso.

Cronología: XIII - XIV

Fotografías, modelo y descripción: https://sketchfab.com/ibarramedinaA

Este modelo forma parte de CEGRAM (Proyecto PID2022-140442NA-I00 financiado por MICIU/AEI/10.13039/501100011033/ y por FEDER, UE) e iCERAAM (Proyecto de Innovación docente: Ceramoteca medieval y moderna. Un instrumento docente y de divulgación. ICERAMM (PIB Tipo A nº 24-199), financiado por la Universidad de Granada)
DOI: 10.5517/cc1k1qw6
title: CCDC 1431638: Experimental Crystal Structure Determination

description: Related Article: M. Günes,  K. Nättinen, J. Valkonen|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|21|doi:10.1107/S0108270101017413
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1z5cxf
title: CCDC 1822425: Experimental Crystal Structure Determination

description: Related Article: Marek Wiśniewski, Adam Bieniek, Katarzyna Roszek, Joanna Czarnecka, Paulina Bolibok, Pilar Ferrer, Ivan da Silva, Artur P. Terzyk|2018|ACS.Med.Chem.Lett.|9|1280|doi:10.1021/acsmedchemlett.8b00468
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pgjj7
title: CCDC 2486619: Experimental Crystal Structure Determination

description: Related Article: Xiao-Yu Lu, Hao-Yu Dong, Jun-Long Zhang, Jin-Tao Tao, Si-Nan Liu, Yi-Mei Wu|2026|ACS Catalysis|16|2417|doi:10.1021/acscatal.5c07500
description: Related Article: xiaoyu lu|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15128/r176537145s
title: Robust Magnetic Polaron Percolation in the Antiferromagnetic CMR System EuCd2P2 [dataset]

description: Antiferromagnetic \ECP\ has attracted considerable attention due to its unconventional (magneto)transport properties. At a temperature $T_{\rm peak}$ significantly above the magnetic ordering temperature $T_\textrm{N} = 11$\,K a large peak in resistivity is observed which gets strongly suppressed in magnetic field, resulting in a colossal magnetoresistance (CMR), for which magnetic fluctuations and the formation of ferromagnetic clusters have been proposed as underlying mechanisms. Employing a selection of sensitive probes including fluctuation spectroscopy and third-harmonic resistance, Hall effect, AC susceptibility and $\mu$SR measurements, allows for a direct comparison of electronic and magnetic properties on multiple time scales. We find compelling evidence for electronic and magnetic phase separation caused by the formation and percolation of magnetic polarons, which is intimately related to the CMR effect. Large peaks in the weakly-nonlinear transport and the resistance noise power spectral density at zero magnetic field signify an inhomogeneous, percolating electronic system below $T^\ast \approx 2\,T_\textrm{N}$ with a percolation threshold at $T_{\rm peak}$. In magnetic fields, the onset of large negative MR in the paramagnetic regime occurs at a universal critical magnetization similar to ferromagnetic CMR materials. The size of the magnetic polarons at the percolation threshold is estimated to $\sim 6 - 10$\,nm. The mechanism of magnetic cluster formation and percolation in \ECP\ appears to be rather robust despite large variations in carrier concentration and likely is relevant for other Eu-based antiferromagnetic CMR systems.
DOI: 10.15468/dl.ejm596
title: Occurrence Download

description: A dataset containing 480 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Juniperus semiglobosa"
 ]
}

 The dataset includes 480 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016273-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvb9mg
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panopeus rugosus A.Milne-Edwards, 1880"
 ]
}

 The dataset includes 60 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127608-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwzm5q
title: Occurrence Download

description: A dataset containing 234250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (United States of America, Mexico, Canada)",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Zonotrichia atricapilla (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 234250 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049022-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xw8yep
title: Occurrence Download

description: A dataset containing 13626 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycryptus undatus (De Geer, 1778)"
 ]
}

 The dataset includes 13626 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261033-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se753q
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aristida mohrii Nash"
 ]
}

 The dataset includes 106 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049021-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akbv9n
title: Occurrence Download

description: A dataset containing 1156287 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ciconia ciconia (Linnaeus, 1758))"
 ]
}

 The dataset includes 1156287 records from 1131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279460-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id262933.1
title: StrainInfo SI-ID 262933.1

description: StrainInfo dataset 262933 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id262934.1
title: StrainInfo SI-ID 262934.1

description: StrainInfo dataset 262934 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id262935.1
title: StrainInfo SI-ID 262935.1

description: StrainInfo dataset 262935 about a strain of Nannizzia praecox. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id262936.1
title: StrainInfo SI-ID 262936.1

description: StrainInfo dataset 262936 about a strain of Alternaria alternata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id263006.1
title: StrainInfo SI-ID 263006.1

description: StrainInfo dataset 263006 about a strain of Fusarium oxysporum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id263007.1
title: StrainInfo SI-ID 263007.1

description: StrainInfo dataset 263007 about a strain of Aspergillus amstelodami. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id263008.1
title: StrainInfo SI-ID 263008.1

description: StrainInfo dataset 263008 about a strain of Eurotium umbrosum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id263009.1
title: StrainInfo SI-ID 263009.1

description: StrainInfo dataset 263009 about a strain of Arthrobotrys megalospora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.o1zvsn
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gnetum gnemon var. brunonianum (Griff.) Markgr.",
 "Country is Indonesia"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077223-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id263058.1
title: StrainInfo SI-ID 263058.1

description: StrainInfo dataset 263058 about a strain of Cryphonectria parasitica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id263059.1
title: StrainInfo SI-ID 263059.1

description: StrainInfo dataset 263059 about a strain of Nakaseomyces glabratus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.ljrbwy
title: Occurrence Download

description: A dataset containing 1279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Pometia J.R.Forst. & G.Forst."
 ]
}

 The dataset includes 1279 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009590-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id263060.1
title: StrainInfo SI-ID 263060.1

description: StrainInfo dataset 263060 about a strain of Rhodotorula mucilaginosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id262937.1
title: StrainInfo SI-ID 262937.1

description: StrainInfo dataset 262937 about a strain of Trichoderma harzianum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id263061.1
title: StrainInfo SI-ID 263061.1

description: StrainInfo dataset 263061 about a strain of Clavispora lusitaniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.