cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14864212
title: Indian Signboard Image Dataset

description: Description:







The Indian Signboard Image Dataset is a comprehensive collection of images aimed at advancing the classification and detection of traffic signs across India. Captured by a diverse range of contributors, the dataset includes images taken in urban and semi-urban settings, showcasing the unique challenges of sign recognition in varied environments.

 







Download Dataset

 









Key Features



Geographical Diversity: Collected by over 2,000 contributors from more than 20 cities across India, ensuring extensive representation of Indian signboards.

Device Variety: All images are captured using smartphones, adding variability in image quality and resolution, which better simulates real-world data.

Varied Lighting Conditions: The dataset includes images taken in different times of the day, including daylight, evening, and night shots, as well as in varied weather conditions like rain, fog, and clear skies.

Diverse Angles and Distances: Signboards are captured from multiple viewpoints, angles, and distances, including occluded and partially visible signs, which further challenges image classification models.

Traffic Sign Diversity: A wide range of Indian traffic signs are cover, including regulatory, warning, and informational signs from across India, representing both rural and urban settings.

Environmental Challenges: The images capture traffic signs amidst real-world obstructions like vehicles, pedestrians, and other road elements, contributing to unstructured image sets.


Dataset Structure and Annotations



Detailed Annotations: The dataset supports both classification and detection, making it suitable for a wide variety of computer vision tasks.

Multiple Formats: The annotations are available in widely-use formats, including COCO, PASCAL VOC, and YOLO, ensuring compatibility with a broad range of machine learning models and frameworks.

Multi-Category Labels: Each image can be annotate with multiple categories, enabling the detection of complex sign types within the same image.

Geo-Tagging: Certain images are geo-tag, making them useful for applications involving geographical localization or region-specific traffic sign recognition.


Applications

The Indian Traffic Signboard Image Dataset can be use in multiple fields such as:



Autonomous Driving: Developing intelligent navigation systems and improving signboard detection for self-driving cars.

Smart City Solutions: Enhancing traffic management and safety by recognizing and processing signboards in real-time.

Localization and Mapping: Supporting GPS and navigation systems by providing geo-tagged images for sign detection and mapping accuracy.

AI Training: Training AI models for complex, real-world scenarios involving unstructured, varied, and occluded traffic signs.


This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.14864211
title: Indian Signboard Image Dataset

description: Description:







The Indian Signboard Image Dataset is a comprehensive collection of images aimed at advancing the classification and detection of traffic signs across India. Captured by a diverse range of contributors, the dataset includes images taken in urban and semi-urban settings, showcasing the unique challenges of sign recognition in varied environments.

 







Download Dataset

 









Key Features



Geographical Diversity: Collected by over 2,000 contributors from more than 20 cities across India, ensuring extensive representation of Indian signboards.

Device Variety: All images are captured using smartphones, adding variability in image quality and resolution, which better simulates real-world data.

Varied Lighting Conditions: The dataset includes images taken in different times of the day, including daylight, evening, and night shots, as well as in varied weather conditions like rain, fog, and clear skies.

Diverse Angles and Distances: Signboards are captured from multiple viewpoints, angles, and distances, including occluded and partially visible signs, which further challenges image classification models.

Traffic Sign Diversity: A wide range of Indian traffic signs are cover, including regulatory, warning, and informational signs from across India, representing both rural and urban settings.

Environmental Challenges: The images capture traffic signs amidst real-world obstructions like vehicles, pedestrians, and other road elements, contributing to unstructured image sets.


Dataset Structure and Annotations



Detailed Annotations: The dataset supports both classification and detection, making it suitable for a wide variety of computer vision tasks.

Multiple Formats: The annotations are available in widely-use formats, including COCO, PASCAL VOC, and YOLO, ensuring compatibility with a broad range of machine learning models and frameworks.

Multi-Category Labels: Each image can be annotate with multiple categories, enabling the detection of complex sign types within the same image.

Geo-Tagging: Certain images are geo-tag, making them useful for applications involving geographical localization or region-specific traffic sign recognition.


Applications

The Indian Traffic Signboard Image Dataset can be use in multiple fields such as:



Autonomous Driving: Developing intelligent navigation systems and improving signboard detection for self-driving cars.

Smart City Solutions: Enhancing traffic management and safety by recognizing and processing signboards in real-time.

Localization and Mapping: Supporting GPS and navigation systems by providing geo-tagged images for sign detection and mapping accuracy.

AI Training: Training AI models for complex, real-world scenarios involving unstructured, varied, and occluded traffic signs.


This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.13322970
title: Shorefishes LifeDesk (myspecies): Resource (186) DwCA

description: This is where EOL hosts source datasets (archives, dumps, etc.) from EOL content partners (especially partners without a web presence of their own).

This organization will also include the content partner utility files EOL connectors use to generate a particular content partner__s resource EOL archive or XML.

For questions or suggestions please visit the EOL Services forum at http://discuss.eol.org/c/eol-services
DOI: 10.5281/zenodo.13322971
title: Shorefishes LifeDesk (myspecies): Resource (186) DwCA

description: This is where EOL hosts source datasets (archives, dumps, etc.) from EOL content partners (especially partners without a web presence of their own).

This organization will also include the content partner utility files EOL connectors use to generate a particular content partner__s resource EOL archive or XML.

For questions or suggestions please visit the EOL Services forum at http://discuss.eol.org/c/eol-services
DOI: 10.2908/hlth_cd_msdr2
title: Todesursachen - standardisierte Sterbeziffer im Berichtsland, monatliche Daten
title: Causes de décès - taux de mortalité standardisé par pays de résidence, données mensuelles
title: Causes of death - standardised death rate by country of residence, monthly data
DOI: 10.2908/nrg_d_traq
title: Consommation désagrégée d'énergie finale dans les transports par mode de transport - quantités
title: Aufgeschlüsselter energetischer Endverbrauch beim Transport nach Art des Transports - Mengen
title: Disaggregated final energy consumption in transport by mode of transport - quantities
DOI: 10.2908/hlth_cd_mro
title: Todesursachen - absolute Zahl im Berichtsland und für Einwohner, monatliche Daten
title: Causes de décès - nombres absolus par pays de résidence et d'occurrence, données mensuelles
title: Causes of death - death by country of residence and occurrence, monthly data
DOI: 10.2908/nrg_d_sercv
title: Aufgeschlüsselter energetischer Endverbrauch in Dienstleistungen - Heizwerte
title: Consommation désagrégée d'énergie finale dans les services - pouvoirs calorifiques
title: Disaggregated final energy consumption in services - calorific values
DOI: 10.2908/tipsho60
title: Ratio standardisé prix des logements-revenu - données annuelles
title: Standardisiertes Hauspreis-Einkommens-Verhältnis - jährliche Daten
title: Standardised house price-to-income ratio - annual data

description: Das standardisierte Hauspreis-Einkommens-Verhältnis ist definiert als das Verhältnis des aktuellen Preis-Einkommens-Verhältnisses zum langfristigen durchschnittlichen Preis-Einkommens-Verhältnis, das über dem Zeitraum seit 2000 mit den neuesten verfügbaren Daten berechnet. Wenn das Verhältnis 100 beträgt, bedeutet dies, dass das aktuelle Kurs-Einkommens-Verhältnis seinem langfristigen Durchschnitt entspricht. Die Hauspreise werden von Eurostat bereitgestellt, und das Einkommen wird als bereinigtes verfügbares Haushaltsbruttoeinkommen (B7G) pro Kopf der Bevölkerung auf der Grundlage von Eurostat-Daten berechnet.
description: The standardised house price-to-income ratio is defined as the ratio of the current price to income ratio relative to the long-term average price-to-income ratio, calculated over the period 2000 to the most recent data available. If the ratio equals 100, it means the current price-to-income ratio is equal to its long term average. House prices are provided by Eurostat, and income is calculated as adjusted household gross disposable income (B7G) per head of population based on Eurostat data.
description: Le ratio standardisé prix des logements-revenu est défini comme le rapport entre le ratio prix/revenu actuel et la moyenne à long terme du ratio prix/revenu, calculé sur la période allant de 2000 aux données disponibles les plus récentes. Si le ratio est égal à 100, cela signifie que le rapport prix/revenu actuel est égal à sa moyenne à long terme. Les prix des logements sont fournis par Eurostat, et le revenu est calculé comme le revenu disponible brut ajusté des ménages (B7G) par habitant sur la base des données d'Eurostat.
DOI: 10.2908/educ_uoe_grad09
title: Studienabsolventen im Tertiärbereich Nach Bildungsbereich - Frauen pro 100 Männer
title: Diplômés de l'enseignement supérieur par niveau d’étude - femmes pour 100 hommes
title: Graduates in tertiary education by education level - women per 100 men
DOI: 10.2908/naidsq_10_f_tr
title: Operations financières - sélection de données internationales - données trimestrielles
title: Finanzielle Transaktionen - internationale Datenzusammenarbeit - vierteljährliche Daten
title: Financial transactions - international data cooperation - quarterly data
DOI: 10.2908/naidsq_10_f_bs
title: Comptes de patrimoine financier - sélection de données internationales - données trimestrielles
title: Financial balance sheets - international data cooperation - quarterly data
title: Finanzielle Vermögensbilanz - internationale Datenzusammenarbeit - vierteljährliche Daten
DOI: 10.2908/nrg_d_tracv
title: Disaggregated final energy consumption in transport - calorific values
title: Aufgeschlüsselter energetischer Endverbrauch beim Transport - Heizwerte
title: Consommation désagrégée d'énergie finale dans les transports - pouvoirs calorifiques
DOI: 10.2908/env_wat_ltaa
title: Ressources renouvelables en eau douce - moyenne annuelle à long terme
title: Renewable freshwater resources - long term annual averages
title: Erneuerbare Süßwasser-Ressourcen - Langfristige jährliche Durchschnittsmenge
DOI: 10.2908/nrg_d_serq_n
title: Consommation désagrégée d'énergie finale dans les services par activité NACE Rév. 2 - quantités
title: Disaggregated final energy consumption in services by NACE Rev. 2 activity - quantities
title: Aufgeschlüsselter energetischer Endverbrauch in Dienstleistungen nach NACE Rev. 2 Wirtschaftszweig - Mengen
DOI: 10.2908/sdg_03_70
title: Antibiotikakonsum im Gemeinschafts- und Krankenhausbereich - definierte Tagesdosis (DDD) pro Tag
title: Consumption of antibiotics in the community and hospital sectors - defined daily doses (DDD) per day
title: Consommation d’antibiotiques dans les secteurs communautaire et hospitalier - doses définies journalières (DDJ) par jour

description: Dieser Indikator misst den gesamten antimikrobiellen Verbrauch (AMC) im Gemeinschafts- und Krankenhaussektor. AMC wird ausgedrückt als die Anzahl der definierten Tagesdosen (DDD) pro 1 000 Einwohner pro Tag. Die Daten beziehen sich auf den anatomisch therapeutischen Chemikalien (ATC) Klassifikationscode J01 „Antibakterielle für systemische Verwendung“. Die Daten für das EU-Aggregat werden als bevölkerungsgewichteter Mittelwert präsentiert und beinhalten Schätzungen und Anpassungen.
description: This indicator measures the total antimicrobial consumption (AMC) in the community and hospital sector. AMC is expressed as the number of defined daily doses (DDD) per 1 000 inhabitants per day. The data refer to the Anatomical Therapeutic Chemical (ATC) classification code J01 ‘Antibacterials for systemic use’. The data for the EU aggregate are presented as population-weighted mean and include imputations and adjustments.
description: Cet indicateur mesure la consommation totale d’antimicrobiens (AMC) dans le secteur communautaire et hospitalier. L’AMC est exprimée en nombre de doses définies journalières (DDJ) par 1 000 habitants par jour. Les données se réfèrent au code de classification des produits chimiques thérapeutiques anatomiques (ATC) J01 «Antibactériens à usage systémique». Les données pour l'agrégat de l'UE sont présentées comme une moyenne pondérée par la population et comprennent des imputations et des ajustements.
DOI: 10.6084/m9.figshare.24465318
title: Additional file 2 of Comparison of gene clustering criteria reveals intrinsic uncertainty in pangenome analyses

description: Additional file 2: Table S2. Parameters and options used in this study.
DOI: 10.6084/m9.figshare.26634018.v1
title: Additional file 4 of Comparison of gene clustering criteria reveals intrinsic uncertainty in pangenome analyses

description: Additional file 4. Ready-to-use code to calculate the predicted percentage of accessory genes per genome from the output of mOTUpan.
DOI: 10.15468/dl.n5hbu5
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.24612 20.82084,-93.44108 15.31806,-79.8391 -7.63718,-75.52956 2.03613,-76.20292 9.0023,-87.24612 20.82084))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tabebuia chrysantha (Jacq.) Nicholson"
 ]
}

 The dataset includes 226 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070683-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juxfae
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.618166 -34.260196, 149.618166 -34.271425, 149.622658 -34.271425, 149.622658 -34.260196, 149.618166 -34.260196))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070685-240626123714530/datasets/export for details.
DOI: 10.15468/dl.qwg4wz
title: Occurrence Download

description: A dataset containing 18434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is one of (USA.10.49_1)",
 "CoordinateUncertaintyInMeters is less than or equal to 200"
 ]
}

 The dataset includes 18434 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070684-240626123714530/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.24455007.v1
title: Additional file 2 of CD28/PD1 co-expression: dual impact on CD8+ T cells in peripheral blood and tumor tissue, and its significance in NSCLC patients' survival and ICB response

description: Additional file 2: Table S2. Antibodies list.
DOI: 10.6084/m9.figshare.24465314.v1
title: Additional file 2 of A dual sgRNA library design to probe genetic modifiers using genome-wide CRISPRi screens

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.26633988
title: Additional file 3 of A dual sgRNA library design to probe genetic modifiers using genome-wide CRISPRi screens

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.26633565.v1
title: Additional file 5 of CD28/PD1 co-expression: dual impact on CD8+ T cells in peripheral blood and tumor tissue, and its significance in NSCLC patients' survival and ICB response

description: Additional file 5: Table S5. PD1+CD28+ DEG.
DOI: 10.15468/dl.3r2897
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((146.090016 -34.262441, 146.090016 -34.266933, 146.092262 -34.266933, 146.092262 -34.262441, 146.090016 -34.262441))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070686-240626123714530/datasets/export for details.
DOI: 10.15468/dl.26hevh
title: Occurrence Download

description: A dataset containing 18434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is one of (USA.10.49_1)",
 "CoordinateUncertaintyInMeters is less than or equal to 200"
 ]
}

 The dataset includes 18434 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070687-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5m7tud
title: Occurrence Download

description: A dataset containing 3847 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coeligena prunellei (Bourcier, 1843)"
 ]
}

 The dataset includes 3847 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070688-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znjxg3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((146.965877 -34.262441, 146.965877 -34.266933, 146.972615 -34.266933, 146.972615 -34.262441, 146.965877 -34.262441))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070689-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26633676.v1
title: Additional file 1 of Polymorphism of virulence genes and biofilm associated with in vitro induced resistance to clarithromycin in Helicobacter pylori

description: Additional file 1: Table S1. Genes with the highest rate of mutation in response to clarithromycin. The corresponding S isolates were used as reference.
DOI: 10.6084/m9.figshare.26633676
title: Additional file 1 of Polymorphism of virulence genes and biofilm associated with in vitro induced resistance to clarithromycin in Helicobacter pylori

description: Additional file 1: Table S1. Genes with the highest rate of mutation in response to clarithromycin. The corresponding S isolates were used as reference.
DOI: 10.15468/dl.8v4mz7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((147.507115 -34.262441, 147.507115 -34.266933, 147.509361 -34.266933, 147.509361 -34.262441, 147.507115 -34.262441))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070690-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26633724
title: Additional file 4 of Intestinal helminth co-infection and associated factors among pulmonary tuberculosis patients in Africa and Asia: a systematic review and meta-analysis

description: Additional file 4: S1 File. The raw data extracted from eligible studies.
DOI: 10.15468/dl.8nh9ky
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.100006 -34.262441, 148.100006 -34.266933, 148.104498 -34.266933, 148.104498 -34.269179, 148.108989 -34.269179, 148.108989 -34.262441, 148.100006 -34.262441))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070691-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.24454995.v1
title: Additional file 2 of Co-localization of clusters of TCR-regulated genes with TAD rearrangements

description: Additional file 2: Supplementary Table 1. Clusters of upregulation observed 24 hours after TCR activation in CD4+ T cells. Each column represents one cluster. The first row in each column reports the cluster’s genomic coordinates. The second row reports the lowest FDR within the cluster. Each of the following rows reports a gene within the cluster, with differentially expressed genes starred.
DOI: 10.6084/m9.figshare.24457996
title: Additional file 2 of The short- and long-term changes of upper airway and alar in nongrowing patients treated with Mini-Implant Assisted Rapid Palatal Expansion (MARPE): a systematic review and meta-analysis

description: Additional file 2: Table S1. Main characteristics of the included studies in this systematic review.
DOI: 10.6084/m9.figshare.26633646
title: Additional file 3 of Co-localization of clusters of TCR-regulated genes with TAD rearrangements

description: Additional file 3: Supplementary Table 2. Clusters of downregulation observed 24 hours after TCR activation in CD4+ T cells. Each column represents one cluster. The first row in each column reports the cluster’s genomic coordinates. The second row reports the lowest FDR within the cluster. Each of the following rows reports a gene within the cluster, with differentially expressed genes starred.
DOI: 10.6084/m9.figshare.26633691
title: Additional file 5 of The short- and long-term changes of upper airway and alar in nongrowing patients treated with Mini-Implant Assisted Rapid Palatal Expansion (MARPE): a systematic review and meta-analysis

description: Additional file 5: Table S4. The pooled mean estimate with 95% CI of the nasal cavity, upper airway and alar changes.
DOI: 10.6084/m9.figshare.24457996.v1
title: Additional file 2 of The short- and long-term changes of upper airway and alar in nongrowing patients treated with Mini-Implant Assisted Rapid Palatal Expansion (MARPE): a systematic review and meta-analysis

description: Additional file 2: Table S1. Main characteristics of the included studies in this systematic review.
DOI: 10.15468/dl.gvfree
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.567132 -34.262441, 148.567132 -34.266933, 148.571624 -34.266933, 148.571624 -34.262441, 148.567132 -34.262441))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070692-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26752390
title: Additional file 1 of Gastrointestinal manifestations in patients with gastric adenocarcinoma and proximal polyposis of the stomach (GAPPS): a systematic review with analysis of individual patient data

description: Supplementary Material 1