cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4p4rcg8jz4
title: AIFloodSense

description: AIFloodSense is a multi-modal aerial imagery dataset designed for classification, semantic segmentation, and scene understanding of flood images. 
It contains high-resolution images captured primarily by UAVs across 6 continents, 64 countries, covering diverse environmental contexts (urban/peri-urban, rural), camera angles (sky absence, sky presence), and 230 flood events from 2022–2024.

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Citation
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If you use this dataset in your research, please cite the following paper:

Simantiris, G., Bacharidis, K., Papanikolaou, A., Giannakakis, P., & Panagiotakis, C. (2025). AIFloodSense: A Global Aerial Imagery Dataset for Semantic Segmentation and 
Understanding of Flooded Environments. arXiv preprint arXiv:2512.17432
https://arxiv.org/abs/2512.17432
DOI: 10.17632/4p4rcg8jz4.1
title: AIFloodSense

description: AIFloodSense is a multi-modal aerial imagery dataset designed for classification, semantic segmentation, and scene understanding of flood images. 
It contains high-resolution images captured primarily by UAVs across 6 continents, 64 countries, covering diverse environmental contexts (urban/peri-urban, rural), camera angles (sky absence, sky presence), and 230 flood events from 2022–2024.

---------
Citation
---------
If you use this dataset in your research, please cite the following paper:

Simantiris, G., Bacharidis, K., Papanikolaou, A., Giannakakis, P., & Panagiotakis, C. (2025). AIFloodSense: A Global Aerial Imagery Dataset for Semantic Segmentation and 
Understanding of Flooded Environments. arXiv preprint arXiv:2512.17432
https://arxiv.org/abs/2512.17432
DOI: 10.15468/8fke6z
title: Revalidation of Phalangomyia Dyar & Knab as a subgenus of Culex L. (Diptera: Culicidae) based on morphological and molecular evidence

description: This dataset contains the digitized treatments in Plazi based on the original journal article González, Christian R., Reyes-Valenzuela, Carolina, Rossi, Gustavo C., Laurito, Magdalena (2023): Revalidation of Phalangomyia Dyar & Knab as a subgenus of Culex L. (Diptera: Culicidae) based on morphological and molecular evidence. Zootaxa 5256 (6): 544-564, DOI: 10.11646/zootaxa.5256.6.2, URL: http://dx.doi.org/10.11646/zootaxa.5256.6.2AbstractCulex apicinus Philippi, 1865 and its synonyms, Phalangomyia debilis Dyar & Knab, 1914, Cx. escomeli Brèthes, 1920 and Cx. alticola Martini, 1931, were re-examined employing molecular and morphological phylogenetic methods. Archival and fresh specimens were used for morphological diagnosis and to generate fragments of two single-copy nuclear genes (CAD, HB) and one mitochondrial gene (COI). Additional sequences of Cx. apicinus and species of the subgenus Culex of Culex Linnaeus, 1758 and other subgenera of the genus were obtained from GenBank for molecular analysis. Diagnostic morphological characteristics of Cx. apicinus and other species of the subgenus Culex were contrasted. Phylogenetic relationships were generated using DNA sequences of protein coding genes under both Maximum Likelihood and Bayesian approaches. Culex apicinus showed unique morphological traits that allow its classification in a separate subgenus. The subspecific status is supported by its recovery as a monophyletic clade within the genus Culex based on morphological and molecular characters. The synonymous Phalangomyia debilis provides an available subgeneric name. Consequently, Phalangomyia Dyar & Knab, 1914 is resurrected from synonymy with Culex Linnaeus, 1758 as a monobasic subgenus of Culex.
DOI: 10.17632/htjzfr44yr
title: G Srinivas biodiesel data

description: Data of FFA, Viscosity, Yield and Acid number of various vegetabel oils and biodiesel
DOI: 10.17632/htjzfr44yr.1
title: G Srinivas biodiesel data

description: Data of FFA, Viscosity, Yield and Acid number of various vegetabel oils and biodiesel
DOI: 10.17632/fmydwr2djt
title: Ultrasound image

description: Abduction Lag Test (ALT), Abduction Gauge Test (AGT), Acromiohumeral Distance (AHD), Supraspinatus Tendon Thickness (SST), Deltoid Muscle Thickness (DMT) for Glenohumeral Subluxation.
DOI: 10.17632/fmydwr2djt.1
title: Ultrasound image

description: Abduction Lag Test (ALT), Abduction Gauge Test (AGT), Acromiohumeral Distance (AHD), Supraspinatus Tendon Thickness (SST), Deltoid Muscle Thickness (DMT) for Glenohumeral Subluxation.
DOI: 10.17632/brpx8jwsh7
title: ParkinSenseDB: Wearable and Optoelectronic Sensor Data for Gait Disorders in Parkinson’s Disease

description: The ParkinSenseDB dataset comprises data collected in a study protocol aimed at assessing gait disorders and distinguishing between healthy subjects and individuals affected by Parkinson's disease (PD). Data were acquired at Bioengineering & Biomedicine Company Srl, San Giovanni Teatino (CH), Itlay, using an optoelectronic system and wearable sensors, including surface electromyography (sEMG), tri-axial accelerometers, tri-axial gyroscopes, and tri-axial magnetometers, while participants performed an experimental protocol consisting of specific gait and mobility tests. The dataset includes measurements from a total of 53 participants, of whom 29 were diagnosed with PD and 24 served as control subjects. All participants provided written informed consent prior to enrollment, and data were treated confidentially and anonymized in accordance with the Declaration of Helsinki.
DOI: 10.17632/brpx8jwsh7.1
title: ParkinSenseDB: Wearable and Optoelectronic Sensor Data for Gait Disorders in Parkinson’s Disease

description: The ParkinSenseDB dataset comprises data collected in a study protocol aimed at assessing gait disorders and distinguishing between healthy subjects and individuals affected by Parkinson's disease (PD). Data were acquired at Bioengineering & Biomedicine Company Srl, San Giovanni Teatino (CH), Itlay, using an optoelectronic system and wearable sensors, including surface electromyography (sEMG), tri-axial accelerometers, tri-axial gyroscopes, and tri-axial magnetometers, while participants performed an experimental protocol consisting of specific gait and mobility tests. The dataset includes measurements from a total of 53 participants, of whom 29 were diagnosed with PD and 24 served as control subjects. All participants provided written informed consent prior to enrollment, and data were treated confidentially and anonymized in accordance with the Declaration of Helsinki.
DOI: 10.17632/wh5d3wz5n5
title: Data for Clumped isotopes constrain reversible methane metabolism in coastal aquatic system

description: This data is the measured data of the coastal aquatic system conducted by Wang et al.
DOI: 10.17632/wh5d3wz5n5.1
title: Data for Clumped isotopes constrain reversible methane metabolism in coastal aquatic system

description: This data is the measured data of the coastal aquatic system conducted by Wang et al.
DOI: 10.17632/9j7yt8c7h8
title: NER for Vietnamese Public Administration

description: NER dataset for the Vietnamese public administration.
DOI: 10.17632/9j7yt8c7h8.1
title: NER for Vietnamese Public Administration

description: NER dataset for the Vietnamese public administration.
DOI: 10.17632/hphntrcsby
title: COS-TCD-T2D raw data

description: COS-TCD-T2D raw data
DOI: 10.17632/hphntrcsby.1
title: COS-TCD-T2D raw data

description: COS-TCD-T2D raw data
DOI: 10.15468/dl.jtnyf9
title: Occurrence Download

description: A dataset containing 590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Juglans mandshurica"
 ]
}

 The dataset includes 590 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065130-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/g9mk7b5thf
title: Floods enhanced the terrestrial and marine organic carbon burial in the East China Sea

description: Floods can promote coupled burial of terrestrial and marine OC. To address this, a high-resolution sediment core from the ECS inner shelf was analyzed, with a suite of multi-proxy source indicators (e.g., carbon isotopic, lipid biomarkers). Raw data for all figures in the manuscript titled “Floods enhanced the terrestrial and marine organic carbon coupling burial in the East China Sea” by Yanhong Xu, Zhongqiang Ji Dong Xu, Weiyan Zhang, Lelong He, Peisong Yu, Dewang Li, NingxiaoYu, Yongge Sun*, Haiyan Jin*
DOI: 10.17632/g9mk7b5thf.3
title: Floods enhanced the terrestrial and marine organic carbon burial in the East China Sea

description: Floods can promote coupled burial of terrestrial and marine OC. To address this, a high-resolution sediment core from the ECS inner shelf was analyzed, with a suite of multi-proxy source indicators (e.g., carbon isotopic, lipid biomarkers). Raw data for all figures in the manuscript titled “Floods enhanced the terrestrial and marine organic carbon coupling burial in the East China Sea” by Yanhong Xu, Zhongqiang Ji Dong Xu, Weiyan Zhang, Lelong He, Peisong Yu, Dewang Li, NingxiaoYu, Yongge Sun*, Haiyan Jin*
DOI: 10.17632/v9m57ydj64.1
title: Alopecia in Hijab-Wearing Patients: A Systematic Review

description: Supplementary Material for Alopecia in Hijab-Wearing Patients: A Systematic Review
DOI: 10.17632/ty3txsjs27
title: Dataset for Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients? Part B - Carbon ions

description: Image dataset of Fluorescence Nuclear Track Detectors (FNTDs) positioned in the fetus area of a female pregnant phantom during head tumour and breast tumour irradiation with primary carbon ions. 

This dataset was generated in: 
Stengl C, Mooshammer C, Kurth V, Mahnke J, Koczur B, Kunert P, Ackermann B, Harrabi S, Jäkel O, Vedelago J. (2026), "Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients?"

The FNTD dataset for primary protons and helium ions also used in the mentioned publication can be found here:
Stengl, Christina; Mooshammer, Christina; Vedelago, José (2025), “Dataset for Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients? Part A - Protons and helium ions”, Mendeley Data, V1, doi: 10.17632/ty3f56knr9.1

Dataset overview: 
This datasets contains 2 zip files, each of them containing FNTD data for one irradiation. 
 - 8-BC-FNTD-Breast-Carbon-ions.7z contains FNTDs irradiated with primary carbon ions for a breast tumour.
 - 8-HC-FNTD-Head-Carbon-ions.7z contains FNTDs irradiated with primary carbon ions for a head tumour.
Each zip contains 12 FNTDs (0-11) with 0-2 positioned in fetal position 1 (fetal feet), 3-5 positioned in fetal position 2 (fetal head), 6-9 positioned in fetal position 3 (fetal spine), and 10-12 positioned in fetal position 4 (fetal head). 

Image acquisition:
Detectors were read out with a dedicated confocal laser scanning microscopy (FXR700RG) and were scanned at multiple x–y positions and at each x–y position, a z-stack was recorded. For every image, two channels were acquired: 
 - fl – fluorescence image (ionizing particle tracks)
 - re – reflection image (surface and structural information)
A field containing a track that exhibited an LET value above 100 keV/µm and contributed over 25 % to the total dose equivalent was further inspected. If the track in that field was actually an image artefact, the field was excluded from the analysis, resulting in three fields excluded from a total of 5760 fields, considering all datasets from the mentioned publication. 

File naming convention:
Each image name follows the structure
 FNTD_aa_ybb_xcc_zddee_f.png
where
 aa = detector number (01, 02, ...)
 bb = y index
 cc = x index
 dd = z slice index
 ee = channel ("fl" or "re")
 f = detector index without leading zero (0, 1, ...)
DOI: 10.17632/ty3txsjs27.1
title: Dataset for Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients? Part B - Carbon ions

description: Image dataset of Fluorescence Nuclear Track Detectors (FNTDs) positioned in the fetus area of a female pregnant phantom during head tumour and breast tumour irradiation with primary carbon ions. 

This dataset was generated in: 
Stengl C, Mooshammer C, Kurth V, Mahnke J, Koczur B, Kunert P, Ackermann B, Harrabi S, Jäkel O, Vedelago J. (2026), "Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients?"

The FNTD dataset for primary protons and helium ions also used in the mentioned publication can be found here:
Stengl, Christina; Mooshammer, Christina; Vedelago, José (2025), “Dataset for Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients? Part A - Protons and helium ions”, Mendeley Data, V1, doi: 10.17632/ty3f56knr9.1

Dataset overview: 
This datasets contains 2 zip files, each of them containing FNTD data for one irradiation. 
 - 8-BC-FNTD-Breast-Carbon-ions.7z contains FNTDs irradiated with primary carbon ions for a breast tumour.
 - 8-HC-FNTD-Head-Carbon-ions.7z contains FNTDs irradiated with primary carbon ions for a head tumour.
Each zip contains 12 FNTDs (0-11) with 0-2 positioned in fetal position 1 (fetal feet), 3-5 positioned in fetal position 2 (fetal head), 6-9 positioned in fetal position 3 (fetal spine), and 10-12 positioned in fetal position 4 (fetal head). 

Image acquisition:
Detectors were read out with a dedicated confocal laser scanning microscopy (FXR700RG) and were scanned at multiple x–y positions and at each x–y position, a z-stack was recorded. For every image, two channels were acquired: 
 - fl – fluorescence image (ionizing particle tracks)
 - re – reflection image (surface and structural information)
A field containing a track that exhibited an LET value above 100 keV/µm and contributed over 25 % to the total dose equivalent was further inspected. If the track in that field was actually an image artefact, the field was excluded from the analysis, resulting in three fields excluded from a total of 5760 fields, considering all datasets from the mentioned publication. 

File naming convention:
Each image name follows the structure
 FNTD_aa_ybb_xcc_zddee_f.png
where
 aa = detector number (01, 02, ...)
 bb = y index
 cc = x index
 dd = z slice index
 ee = channel ("fl" or "re")
 f = detector index without leading zero (0, 1, ...)
DOI: 10.17632/ty3f56knr9
title: Dataset for Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients? Part A - Protons and helium ions

description: Image dataset of Fluorescence Nuclear Track Detectors (FNTDs) positioned in the fetus area of a female pregnant phantom during head tumour and breast tumour irradiation with primary protons and helium ions. 

This dataset was generated in: 
Stengl C, Mooshammer C, Kurth V, Mahnke J, Koczur B, Kunert P, Schmidt S, Ackermann B, Harrabi S, Jäkel O, Vedelago J. (2026), "Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients?"

The FNTD dataset for primary carbon ions also used in the mentioned publication can be found here:
Stengl, Christina; Mooshammer, Christina; Vedelago, José (2025), “Dataset for Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients? Part B - Carbon ions”, Mendeley Data, V1, doi: 10.17632/ty3txsjs27.1

Dataset overview: 
This datasets contains 4 zip files, each of them containing FNTD data for one irradiation. 
 - 8-BP-FNTD-Breast-Protons.7z contains FNTDs irradiated with primary protons for a breast tumour.
 - 10-HP-FNTD-Head-Protons.7z contains FNTDs irradiated with primary protons for a head tumour.
 - 11-BH-FNTD-Breast-Helium-ions.7z contains FNTDs irradiated with primary helium ions for a breast tumour.
 - 11-HH-FNTD-Head-Helium-ions.7z contains FNTDs irradiated with primary helium ions for a head tumour.
Each zip contains 12 FNTDs (0-11) with 0-2 positioned in fetal position 1 (fetal feet), 3-5 positioned in fetal position 2 (fetal head), 6-9 positioned in fetal position 3 (fetal spine), and 10-12 positioned in fetal position 4 (fetal head). 

Image acquisition:
Detectors were read out with a dedicated confocal laser scanning microscopy (FXR700RG) and were scanned at multiple x–y positions and at each x–y position, a z-stack was recorded. For every image, two channels were acquired: 
 - fl – fluorescence image (ionizing particle tracks)
 - re – reflection image (surface and structural information)
A field containing a track that exhibited an LET value above 100 keV/µm and contributed over 25 % to the total dose equivalent was further inspected. If the track in that field was actually an image artefact, the field was excluded from the analysis, resulting in three fields excluded from a total of 5760 fields, considering all datasets from the mentioned publication. 

File naming convention:
Each image name follows the structure
 FNTD_aa_ybb_xcc_zddee_f.png
where
 aa = detector number (01, 02, ...)
 bb = y index
 cc = x index
 dd = z slice index
 ee = channel ("fl" or "re")
 f = detector index without leading zero (0, 1, ...)
DOI: 10.17632/ty3f56knr9.1
title: Dataset for Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients? Part A - Protons and helium ions

description: Image dataset of Fluorescence Nuclear Track Detectors (FNTDs) positioned in the fetus area of a female pregnant phantom during head tumour and breast tumour irradiation with primary protons and helium ions. 

This dataset was generated in: 
Stengl C, Mooshammer C, Kurth V, Mahnke J, Koczur B, Kunert P, Schmidt S, Ackermann B, Harrabi S, Jäkel O, Vedelago J. (2026), "Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients?"

The FNTD dataset for primary carbon ions also used in the mentioned publication can be found here:
Stengl, Christina; Mooshammer, Christina; Vedelago, José (2025), “Dataset for Fetal dose evaluation during head and breast irradiation with protons, helium, and carbon ions: can particle therapy be safely applied for pregnant patients? Part B - Carbon ions”, Mendeley Data, V1, doi: 10.17632/ty3txsjs27.1

Dataset overview: 
This datasets contains 4 zip files, each of them containing FNTD data for one irradiation. 
 - 8-BP-FNTD-Breast-Protons.7z contains FNTDs irradiated with primary protons for a breast tumour.
 - 10-HP-FNTD-Head-Protons.7z contains FNTDs irradiated with primary protons for a head tumour.
 - 11-BH-FNTD-Breast-Helium-ions.7z contains FNTDs irradiated with primary helium ions for a breast tumour.
 - 11-HH-FNTD-Head-Helium-ions.7z contains FNTDs irradiated with primary helium ions for a head tumour.
Each zip contains 12 FNTDs (0-11) with 0-2 positioned in fetal position 1 (fetal feet), 3-5 positioned in fetal position 2 (fetal head), 6-9 positioned in fetal position 3 (fetal spine), and 10-12 positioned in fetal position 4 (fetal head). 

Image acquisition:
Detectors were read out with a dedicated confocal laser scanning microscopy (FXR700RG) and were scanned at multiple x–y positions and at each x–y position, a z-stack was recorded. For every image, two channels were acquired: 
 - fl – fluorescence image (ionizing particle tracks)
 - re – reflection image (surface and structural information)
A field containing a track that exhibited an LET value above 100 keV/µm and contributed over 25 % to the total dose equivalent was further inspected. If the track in that field was actually an image artefact, the field was excluded from the analysis, resulting in three fields excluded from a total of 5760 fields, considering all datasets from the mentioned publication. 

File naming convention:
Each image name follows the structure
 FNTD_aa_ybb_xcc_zddee_f.png
where
 aa = detector number (01, 02, ...)
 bb = y index
 cc = x index
 dd = z slice index
 ee = channel ("fl" or "re")
 f = detector index without leading zero (0, 1, ...)
DOI: 10.15468/f5dhen
title: New records of the shrimp Periclimenes crinoidalis Chace, 1969 (Decapoda: Palaemonidae) and its crinoid host Nemaster grandis A. H. Clark, 1909 (Echinodermata: Crinoidea) in the Caribbean Sea

description: This dataset contains the digitized treatments in Plazi based on the original journal article Vera-Caripe, Jonathan Alejandro, Gómez, Carlos Federico Lira, Tucker, Gabriela Carias, Agudo-Padrón, Aisur Ignacio (2019): New records of the shrimp Periclimenes crinoidalis Chace, 1969 (Decapoda: Palaemonidae) and its crinoid host Nemaster grandis A. H. Clark, 1909 (Echinodermata: Crinoidea) in the Caribbean Sea. Nauplius (e 2019005) 27: 1-9, DOI: 10.1590/2358-2936e2019005, URL: http://dx.doi.org/10.1590/2358-2936e2019005ABSTRACTDuring exploratory trips conducted between August and December 2016, six shrimps, found in association with the crinoid Nemaster grandis A.H. Clark, 1909, were collected in Chichiriviche de la Costa, Vargas State (Venezuela). A photographic record of the crinoids and the shrimps was conducted in situ. Shrimps were preserved in ethyl alcohol 90% and carried to the Laboratorio de Carcinología de la Universidad de Oriente, Núcleo Nueva Esparta.Once in the laboratory, the shrimps were taxonomically described and sexed. Shrimps were identified as Periclimenes crinoidalis Chace, 1969, constituting the first record of this species in Venezuelan waters. These findings also expand the known distribution range for the crinoid N. grandis in Venezuela, where the species exhibits two morphotypes, one of them not previously described. Additionally, a table with the species of decapods found associated with echinoderms in Venezuela is provided.
DOI: 10.17632/h4z38rkzw7
title: Orz restores MCI

description: Data set for"γ-Oryzanol restores MCI in obese aged mice "
DOI: 10.15468/dl.zv9pm7
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fraxinus mandshurica"
 ]
}

 The dataset includes 195 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065132-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/h4z38rkzw7.4
title: Orz restores MCI

description: Data set for"γ-Oryzanol restores MCI in obese aged mice "
DOI: 10.15468/au4zkn
title: Lectotypification of Streptolirion (Commelinaceae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Nandikar, Mayur D., Gurav, Rajaram V. (2015): Lectotypification of Streptolirion (Commelinaceae). Phytotaxa 213 (1): 69, DOI: 10.11646/phytotaxa.213.1.7, URL: http://dx.doi.org/10.11646/phytotaxa.213.1.7