cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15010138
title: Underpass Image Dataset

description: Description:







The Underpass Image Dataset consists of a diverse and comprehensive collection of over 1,000 high-quality images of underpasses from various cities across the globe. The dataset was collected through crowdsourcing efforts from more than 200 distinct locations, ensuring geographical and environmental diversity. Each image in the dataset has been meticulously reviewed and validated by a team of experts in computer vision at Datacluster Labs, ensuring accuracy and relevance.

This dataset captures underpasses under various conditions, making it particularly useful for urban scene classification, object detection, and road structure analysis. It has broad applicability in autonomous vehicle development, road safety analysis, and infrastructure management. The inclusion of various lighting conditions, distances, and viewpoints provides valuable insights for training machine learning models in real-world scenarios.







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Key Dataset Features



Number of Images: 1,000+ high-resolution images.

Data Collection Method: Crowdsourced from 200+ contributors, ensuring extensive coverage and diversity.

Resolution: Images captured in HD and above, starting from 1920×1080, ensuring high clarity for accurate analysis.

Locations Covered: 200+ underpass locations across urban and rural environments.

Diversity: Images feature a wide range of lighting conditions (daylight, nighttime, shadows), varied distances, multiple angles, and viewpoints.

Capture Devices: Primarily captured using smartphones and other portable devices between 2020 and 2022.

Application: Ideal for training AI systems for underpass identification, scene understanding, infrastructure management, and integration into autonomous driving models.


Additional Dataset Characteristics



Environmental Diversity: The dataset incorporates images taken under diverse environmental conditions such as rain, fog, and bright sunshine, making it a robust tool for AI model development.

Urban vs. Rural: It contains both urban and suburban underpasses, providing a comprehensive view of different structural designs and road environments.

Annotations: Each image is meticulously annotated to enable high-quality scene understanding for autonomous vehicles, enabling models to detect underpasses in real-time while navigating roadways.


Annotation Formats Available



COCO

YOLO

PASCAL-VOC

TFRecord


This dataset is sourced from Kaggle
DOI: 10.15468/dl.xnkw6f
title: Occurrence Download

description: A dataset containing 7125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxyria digyna (L.) Hill",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7125 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004156-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xb2rd
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zeugophora scutellaris Suffrian, 1840",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 248 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004157-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11002667
title: ⏳ endoflife.date database (duckdb)
DOI: 10.5281/zenodo.14825439
title: Data used in paper 'Improving Structural Plausibility in 3D Molecule Generation via Property-Conditioned Training with Distorted Molecules'

description: Contains two datasets required for reproducing results in manuscript.
DOI: 10.5281/zenodo.14843543
title: Data used in paper 'Improving Structural Plausibility in 3D Molecule Generation via Property-Conditioned Training with Distorted Molecules'

description: Contains two datasets required for reproducing results in manuscript.
DOI: 10.6084/m9.figshare.28580030
title: Supplementary Material for: Fovea sparing branch retinal artery occlusions imaged with optical coherence tomography angiography: two case reports

description: Introduction:
Central retinal artery occlusions (CRAOs) and branch retinal artery occlusions (BRAOs) are ophthalmic emergencies that require workups for systemic risk factors. In the acute setting, BRAOs present with retinal whitening in a sectoral pattern on exam as well as hyperreflectivity and thickening of the inner retinal layers on optical coherence tomography (OCT). In the subacute to chronic phase, the retinal whitening dissipates, which may confound the diagnosis of remote arterial occlusions if there is no clearly visible plaque. 
Case Presentations: 
A 66-year-old male presented with 20/25 visual acuity (VA) and an inferior visual field defect in the right eye, and a 69-year-old male presented with 20/60 VA and a superior visual field defect in the left eye. Exams of both patients showed ischemic retinal whitening with visible Hollenhorst plaques in the affected eyes. Optical coherence tomography (OCT) demonstrated inner retinal edema. At follow-up, wide-field OCT-angiography (OCTA) showed persistent capillary dropout following the same initial vascular distribution but sparing the fovea and papillomacular bundle. VAs at the most recent follow-up visits were 20/30 and 20/20, respectively. 
Conclusion: 
These cases demonstrate the utility of wide-field OCTA in characterizing areas of capillary nonperfusion that can persist for years after the initial ischemic event. Additionally, patients with macula-involving BRAOs can have good visual acuity outcomes if the fovea is spared.
DOI: 10.6084/m9.figshare.28580030.v1
title: Supplementary Material for: Fovea sparing branch retinal artery occlusions imaged with optical coherence tomography angiography: two case reports

description: Introduction:
Central retinal artery occlusions (CRAOs) and branch retinal artery occlusions (BRAOs) are ophthalmic emergencies that require workups for systemic risk factors. In the acute setting, BRAOs present with retinal whitening in a sectoral pattern on exam as well as hyperreflectivity and thickening of the inner retinal layers on optical coherence tomography (OCT). In the subacute to chronic phase, the retinal whitening dissipates, which may confound the diagnosis of remote arterial occlusions if there is no clearly visible plaque. 
Case Presentations: 
A 66-year-old male presented with 20/25 visual acuity (VA) and an inferior visual field defect in the right eye, and a 69-year-old male presented with 20/60 VA and a superior visual field defect in the left eye. Exams of both patients showed ischemic retinal whitening with visible Hollenhorst plaques in the affected eyes. Optical coherence tomography (OCT) demonstrated inner retinal edema. At follow-up, wide-field OCT-angiography (OCTA) showed persistent capillary dropout following the same initial vascular distribution but sparing the fovea and papillomacular bundle. VAs at the most recent follow-up visits were 20/30 and 20/20, respectively. 
Conclusion: 
These cases demonstrate the utility of wide-field OCTA in characterizing areas of capillary nonperfusion that can persist for years after the initial ischemic event. Additionally, patients with macula-involving BRAOs can have good visual acuity outcomes if the fovea is spared.
DOI: 10.15468/dl.bes7k3
title: Occurrence Download

description: A dataset containing 880 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Catopsis sessiliflora (Ruiz & Pav.) Mez",
 "Year 1970-2024"
 ]
}

 The dataset includes 880 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004159-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqb6mc
title: Occurrence Download

description: A dataset containing 29436 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sonchus palustris L."
 ]
}

 The dataset includes 29436 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004158-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ws6tq
title: Occurrence Download

description: A dataset containing 9831 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global Marine biodiversity data from Seawatchers Marine Citizen Science Platform 1980-2020"
 ]
}

 The dataset includes 9831 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004161-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/dogpkh
title: Effect of mixed systems including bio-surfactants on foam formation and stability

description: Numerous studies have focused on finding environmentally friendly substitutes for commonly used petrochemical-based compounds. Our study explores the potential use of poly-L-lysine/rhamnolipids and poly-L-glutamic acid/ethyl lauroyl arginate mixtures, for foam formation and stabilization. Our results demonstrate that adding polyelectrolyte to an oppositely charged surfactant primarily induces a synergistic effect, enhancing foaming properties and extending foam lifetime, mostly due to improved stability and slower drainage of thin foam films in systems containing synthetic polypeptides. The attached dataset presents data on electrokinetic potential, surface tension, foamability and foam stability as well as drainage kinetics of single foam film (lifetime and thickness time evolution) determined in solutions of poly-L-lysine, rhamnolipids, poly-L-glutamic acid and ethyl lauroyl arginate and their various mixtures.
DOI: 10.15468/dl.tugxvb
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia cussonioides P.R.O.Bally"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004163-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjs2ha
title: Occurrence Download

description: A dataset containing 2801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Guzmania lingulata (L.) Mez",
 "Year 1970-2024"
 ]
}

 The dataset includes 2801 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004162-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-193730
title: Khristiaskiy vestnik = [Christian herald], vol. 22, whole no. 247-249 (1958 April-June)

description: [description english/roman)] The Christian Herald was an informational organ of the Union of Pentecostal churches of "Assemblies of God" in South America. The journal was founded in August 1937 at the founding meeting of the Slavic Pentecostal churches of South America. Believers from Argentina, Paraguay, Uruguay and Brazil were present at the meeting. The purpose of the journal was to "carry unity and communication of the Spirit to the midst of believers in full Gospel". The journal united Pentecostal churches and became a link which connected believers scattered all over the world. Thus, letters of Christians of Evangelical faith from Germany, Belgium, France, the Netherlands, Canada, the United States, Uruguay, Paraguay, the Philippines, China, Australia and other countries were published in the journal journal. The first issue was published in Russia in October 1937. Subsequently, the journal spread to 40 countries where the Slavic diaspora lived. The headquarters of the journal was located in Buenos Aires. Juan Zub-Zolotarow was responsible for the journal. He was a permanent editor for 42 years. The journal was published for offerings of believers. Spiritually-edifying and theological articles of Donald Gee, Alfred Goets, R. Bratslavsky, N. Vodnevsky, D. Bespalov were published in the journal. On the last pages, as a rule, information from local churches and the mission and evangelical fields of North and South America, Canada, Africa, Australia, India, Europe and China was published. Thus the activity of such evangelists as Oral Roberts, Billy Graham, T. Giks, and William Brankham was reported in detail.
DOI: 10.15468/dl.cs7p4k
title: Occurrence Download

description: A dataset containing 47807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "DatasetKey is A global database for the distributions of crop wild relatives"
 ]
}

 The dataset includes 47807 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058313-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pg3jwm
title: Occurrence Download

description: A dataset containing 1689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Viet Nam",
 "Geometry POLYGON((108.08693 10.90942,108.68706 10.92041,108.66646 11.55899,108.08968 11.55075,108.08693 10.90942))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 1689 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109763-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-193728
title: Khristiaskiy vestnik = [Christian herald], vol. 22, whole no. 247-249 (1958 April-June)

description: [description english/roman)] The Christian Herald was an informational organ of the Union of Pentecostal churches of "Assemblies of God" in South America. The journal was founded in August 1937 at the founding meeting of the Slavic Pentecostal churches of South America. Believers from Argentina, Paraguay, Uruguay and Brazil were present at the meeting. The purpose of the journal was to "carry unity and communication of the Spirit to the midst of believers in full Gospel". The journal united Pentecostal churches and became a link which connected believers scattered all over the world. Thus, letters of Christians of Evangelical faith from Germany, Belgium, France, the Netherlands, Canada, the United States, Uruguay, Paraguay, the Philippines, China, Australia and other countries were published in the journal journal. The first issue was published in Russia in October 1937. Subsequently, the journal spread to 40 countries where the Slavic diaspora lived. The headquarters of the journal was located in Buenos Aires. Juan Zub-Zolotarow was responsible for the journal. He was a permanent editor for 42 years. The journal was published for offerings of believers. Spiritually-edifying and theological articles of Donald Gee, Alfred Goets, R. Bratslavsky, N. Vodnevsky, D. Bespalov were published in the journal. On the last pages, as a rule, information from local churches and the mission and evangelical fields of North and South America, Canada, Africa, Australia, India, Europe and China was published. Thus the activity of such evangelists as Oral Roberts, Billy Graham, T. Giks, and William Brankham was reported in detail.
DOI: 10.15468/dl.cvf4kb
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus fuscicaulis Edees"
 ]
}

 The dataset includes 114 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105994-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqbbcd
title: Occurrence Download

description: A dataset listing the 18 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna Species of Camiguin Island, Philippines"
 ]
}

 The dataset's 18 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0339302-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-184051
title: Street views of Sabinskiy Lane, Odessa, Ukraine, 2011

description: [description english/roman)] Photographs of 15 street views of Sabinskiy Lane, Odessa, Ukraine, 2011 September 8.
DOI: 10.15468/dl.syvusm
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pleurodema somuncurense (Cei, 1969), Pleurodema somuncurensis (Cei, 1969))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058336-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-184179
title: Street views and interior view of 8 Kinna Street, Odessa, Ukraine, 2011

description: [description english/roman)] Photographs of 24 street views and 1 interior view of 8 Kinna Street, Odessa, Ukraine, 2011 September 8.
DOI: 10.15468/dl.qs2suc
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micoureus paraguayanus (Tate, 1931)"
 ]
}

 The dataset includes 75 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0349886-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-184129
title: Street views and interior views of 93 Uspens'ka Street, Odessa, Ukraine, 2011

description: [description english/roman)] Photographs of 21 street views and 16 interior views of 93 Uspens'ka Street (corner of Uspens'ka Street and Oleksandrivs'kyi Avenue), Odessa, Ukraine, 2011 September 8. Architecture (late 19th century) protected by the state.
DOI: 10.15468/dl.awdw8q
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Betula humilis Schrank"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109767-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kxh3zv
title: Occurrence Download

description: A dataset containing 2679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lithobates chiricahuensis (Platz & Mecham, 1979))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2679 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058341-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-184140
title: Street views and interior views of 93 Uspens'ka Street, Odessa, Ukraine, 2011

description: [description english/roman)] Photographs of 21 street views and 16 interior views of 93 Uspens'ka Street (corner of Uspens'ka Street and Oleksandrivs'kyi Avenue), Odessa, Ukraine, 2011 September 8. Architecture (late 19th century) protected by the state.
DOI: 10.15468/dl.4cyg7d
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynanchum balense Liede"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019691-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ppgdb
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nolana ramosissima I.M.Johnst."
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109769-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-183130
title: Istoriya yevangel'skikh khristian-baptistov v SSSR = [History of Evangelical Christians-Baptists in the USSR], 1989

description: [description english/roman)] Istoriya yevangel'skikh khristian-baptistov v SSSR [History of Evangelical Christians-Baptists in the USSR]. Moscow, USSR: Vsesoyuznogo soveta yevangel'skikh khristian-baptistov [All-Union Council of Evangelical Christians-Baptists], 1989
DOI: 10.15468/dl.rnx6sv
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carlia pulla (Barbour, 1911), Carlia zuma (Couper, 1993), Celia pulla Antoine, 1953)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 70 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058284-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.