cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xbc2f9
title: Occurrence Download

description: A dataset containing 3888573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Campanula, Cardamine, Cistus, Erica, Euphorbia, Festuca, Geranium)"
 ]
}

 The dataset includes 3888573 records from 4423 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007101-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/xqmrxs
title: plane_1.jpg
DOI: 10.25346/s6eecgix/qr330d
title: plane_0.jpg
DOI: 10.25346/s6eecgix/yuccbn
title: info.json
DOI: 10.25346/s6eecgix/j6zcuv
title: plane_8.jpg
DOI: 10.25346/s6eecgix/a42jdj
title: plane_7.jpg
DOI: 10.25346/s6eecgix/pmn3it
title: plane_6.jpg
DOI: 10.25346/s6eecgix/yucyl4
title: plane_5.jpg
DOI: 10.15468/dl.8e6vt7
title: Occurrence Download

description: A dataset containing 1910 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Herpailurus yagouaroundi"
 ]
}

 The dataset includes 1910 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062504-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/zjfez6
title: plane_4.jpg
DOI: 10.25346/s6eecgix/b9boy9
title: plane_3.jpg
DOI: 10.25346/s6eecgix/djluxk
title: plane_2.jpg
DOI: 10.5281/zenodo.17296854
title: AI Articles Scraped from arXiv & Semantic Scholar

description: This dataset contains information on articles related to major AI conferences such as AAAI, NeurIPS, IJCAI, ICML, ICLR, collected through scraping from ArXiv and Semantic Scholar. It is intended to be used as a training dataset for various model training tasks and other desired uses.
DOI: 10.5281/zenodo.17296855
title: AI Articles Scraped from arXiv & Semantic Scholar

description: This dataset contains information on articles related to major AI conferences such as AAAI, NeurIPS, IJCAI, ICML, ICLR, collected through scraping from ArXiv and Semantic Scholar. It is intended to be used as a training dataset for various model training tasks and other desired uses.
DOI: 10.25346/s6eecgix/hqkozb
title: plane_1.jpg
DOI: 10.25346/s6eecgix/4miqjs
title: plane_0.jpg
DOI: 10.25346/s6eecgix/fw2m2s
title: materials.png
DOI: 10.15468/dl.b555dc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Actinokineospora globicatena Tamura et al., 1995"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014074-250402121839773/datasets/export for details.
DOI: 10.15468/dl.2fe6pg
title: Occurrence Download

description: A dataset containing 4134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dudleya brittonii Johanss., Dudleya candida subsp. brittonii (Johanss.) Moran)"
 ]
}

 The dataset includes 4134 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071465-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctvmad
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046099-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wv7wte
title: Occurrence Download

description: A dataset containing 68722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "Geometry POLYGON((-79.66067 9.41876,-78.82028 -1.81495,-72.76629 -4.18906,-69.11719 -5.03659,-68.45046 0.21494,-69.88418 7.72251,-79.66067 9.41876))",
 "HasGeospatialIssue is false",
 "TaxonKey is Psittacidae",
 "Year 2021-2022"
 ]
}

 The dataset includes 68722 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067541-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59y76w
title: Occurrence Download

description: A dataset listing the 8341 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((10.08761 44.44114,14.05412 44.44114,14.05412 47.12957,10.08761 47.12957,10.08761 44.44114))",
 "HasCoordinate is true"
 ]
}

 The dataset's 8341 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030473-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gpvfx
title: Occurrence Download

description: A dataset containing 44866 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudo-nitzschia delicatissima (Cleve) Heiden, 1928"
 ]
}

 The dataset includes 44866 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064368-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8sg4a
title: Occurrence Download

description: A dataset containing 1060970490 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 1060970490 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031558-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w66yhe
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009866-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qlywdg
title: Occurrence Download

description: A dataset containing 1673581041 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1673581041 records from 18859 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008072-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive165195.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165195.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165196.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165196.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165197.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165197.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165198.20241212.9.2
title: <i>Pseudomonas</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165198.20251217.10
title: <i>Pseudomonas</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165199.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165199.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165200.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165200.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165201.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165201.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165202.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165202.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165203.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165203.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165204.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165204.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.71782/data/ylwubz
title: Meteorological dataset of experimental site

description: The dataset comprises meteorological (environmental) data collected at the GreenAgroRes project (No. VPP-ZM-VRIIILA-2024/1-0002) study site located at the Institute of Horticulture (LatHort) experimental fruit-growing fields in Dobele, Latvia. These data characterize the environmental conditions at the study site throughout the project period. Field experiments are inherently conducted at specific locations and times, both of which influence the expression of biological traits. Therefore, in crop research it is essential to evaluate interactions between organisms and their environment. Environmental conditions are primarily defined by weather variables, which are described through meteorological data; consequently, the collection and inclusion of these data in the analysis were of critical importance.
DOI: 10.13145/bacdive165205.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165205.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165206.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165206.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165207.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165207.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165208.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165208.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165209.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165209.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165210.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165210.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165211.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165211.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165212.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive165212.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.5281/zenodo.17935737
title: UCOPhyRehab++: Multi-modal and multi-view dataset for human rehabilitation analysis

description: Dataset Description

UCOPhyRehab++ is a multi-view, multi-modal video dataset designed for research on physical rehabilitation analysis, human motion understanding, and computer vision–based biomechanical assessment. The dataset captures subjects performing a set of standardized rehabilitation exercises under controlled conditions, enabling the study of motion patterns from both visual and kinematic perspectives.

Data Acquisition and Structure

The dataset consists of recordings from multiple synchronized camera views, with a consistent hierarchical organization by subject, exercise, and camera. Each exercise is performed following predefined protocols and includes repetitions for both left and right sides when applicable. This structure allows reproducible experimentation across views, modalities, and subjects.

Included Modalities

This Zenodo release provides the following visual modalities, computed from the original RGB recordings:





sils: Binary silhouette representations preserving full-frame spatial context.




sils_cropped: Cropped silhouette images centered on the subject to reduce background influence and focus on body motion.




of_gmflow: Optical flow fields computed using GMFlow, capturing dense motion information between consecutive frames.




of_tvl1: Optical flow estimated using the classical TV-L1 method, included for comparison with learning-based motion representations.




semantic_segmentation: Pixel-wise semantic segmentation maps of the human body, providing structured spatial information beyond binary silhouettes.


samples: A folder that contains a unique subject with all the modalities for quick inspection purposes.


All modalities preserve the original dataset structure to facilitate multimodal and multi-view experimentation.

Ground-Truth and Metadata

In addition to the visual data, the dataset includes two key annotation files:





dataset_3d_with_angles.json - Contains 3D ground-truth joint information obtained using an OptiTrack motion capture system. The file provides joint coordinates and derived joint angles for the articulation involved in each rehabilitation exercise, enabling quantitative biomechanical analysis and validation.




ucophyrehab_data.jsonl - A comprehensive metadata file aggregating all additional information associated with this dataset version, including subject attributes, exercise descriptors, view identifiers, modality availability, and other relevant annotations. Each entry corresponds to a single recording instance, facilitating programmatic access and large-scale analysis.



Code availability

The code required to reproduce the data processing pipeline and the experimental results associated with this dataset will be made publicly available on GitHub at: UCOPhyRehab++
DOI: 10.13145/bacdive165213.20241212.9.2
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.5281/zenodo.17935736
title: UCOPhyRehab++: Multi-modal and multi-view dataset for human rehabilitation analysis

description: Dataset Description

UCOPhyRehab++ is a multi-view, multi-modal video dataset designed for research on physical rehabilitation analysis, human motion understanding, and computer vision–based biomechanical assessment. The dataset captures subjects performing a set of standardized rehabilitation exercises under controlled conditions, enabling the study of motion patterns from both visual and kinematic perspectives.

Data Acquisition and Structure

The dataset consists of recordings from multiple synchronized camera views, with a consistent hierarchical organization by subject, exercise, and camera. Each exercise is performed following predefined protocols and includes repetitions for both left and right sides when applicable. This structure allows reproducible experimentation across views, modalities, and subjects.

Included Modalities

This Zenodo release provides the following visual modalities, computed from the original RGB recordings:





sils: Binary silhouette representations preserving full-frame spatial context.




sils_cropped: Cropped silhouette images centered on the subject to reduce background influence and focus on body motion.




of_gmflow: Optical flow fields computed using GMFlow, capturing dense motion information between consecutive frames.




of_tvl1: Optical flow estimated using the classical TV-L1 method, included for comparison with learning-based motion representations.




semantic_segmentation: Pixel-wise semantic segmentation maps of the human body, providing structured spatial information beyond binary silhouettes.


samples: A folder that contains a unique subject with all the modalities for quick inspection purposes.


All modalities preserve the original dataset structure to facilitate multimodal and multi-view experimentation.

Ground-Truth and Metadata

In addition to the visual data, the dataset includes two key annotation files:





dataset_3d_with_angles.json - Contains 3D ground-truth joint information obtained using an OptiTrack motion capture system. The file provides joint coordinates and derived joint angles for the articulation involved in each rehabilitation exercise, enabling quantitative biomechanical analysis and validation.




ucophyrehab_data.jsonl - A comprehensive metadata file aggregating all additional information associated with this dataset version, including subject attributes, exercise descriptors, view identifiers, modality availability, and other relevant annotations. Each entry corresponds to a single recording instance, facilitating programmatic access and large-scale analysis.



Code availability

The code required to reproduce the data processing pipeline and the experimental results associated with this dataset will be made publicly available on GitHub at: UCOPhyRehab++
DOI: 10.13145/bacdive165213.20251217.10
title: <i>Pseudomonas</i> <i>fragi</i> (Eichholz 1902) Gruber 1905

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.