cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11468689
title: Spatio-Temporal Vehicle Detection Dataset (STVD)

description: A dataset suitable for spatiotemporal object detection is constructed using several aerial video clips of traffic in different road segments in Nicosia, Cyprus, captured using UAVs, rather than single areas in low resolution satelite images as other datasets. 

By compiling multiple sequences of images extracted from these videos, the dataset accumulates a substantial corpus of 6,600 frames. The dataset encapsulates 3 classes: ‘car’, ‘truck’ and ‘bus’ with a distribution of 81165, 1541, and 1625 respectively in the case that we only use the even frame annotations, which approximately doubles when considering the entire dataset. An additional challenge of the dataset that mirrors real world application is the fact that the classes are not balanced, as there is a significantly larger number of cars compared to trucks and buses, as in a regular transportation network. The images have Full-HD resolution, with object sizes approximately between 20x20 to 150x150 pixels. The dataset was prepared in the YOLO format. The dataset was split into 80% for training and the remaining 20% for validation. The importance of such a dataset lies in its capability to encapsulate both spatial and temporal nuances. We note the frames belonging in the same continuous sequence as such the dataset can potentially be used to develop approaches that operate on multiple sequential frames for object detection by sampling a number of frames from the same sequence. 

 




Dataset Feature
Description


Total Images
~6600


Image Sizes
1920x1080


Classes
Car,Bus,Truck


Data Collection
Collect from UAVs at different locations in Nicosia, Cyprus


Data Format
PNG


Labelling Format
YOLO
DOI: 10.5281/zenodo.13740842
title: InSoLiTo Support Documents

description: Support files to create the InSoLiTo database without the need of downloading the data. Currrently the support files are for the Database from 2023.
DOI: 10.5281/zenodo.13740843
title: InSoLiTo Support Documents

description: Support files to create the InSoLiTo database without the need of downloading the data. Currrently the support files are for the Database from 2023.
DOI: 10.5517/ccdc.csd.cc2b85h9
title: CCDC 2152810: Experimental Crystal Structure Determination

description: Related Article: Adrien Madron du Vigné, Nicolai Cramer|2022|Organometallics|41|2731|doi:10.1021/acs.organomet.2c00351
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2gpmng
title: CCDC 2284906: Experimental Crystal Structure Determination

description: Related Article: Barbara Kubiak, Tadeusz Muzioł, Mirosław Jabłoński, Aleksandra Radtke, Piotr Piszczek|2024|Dalton Trans.|53|14457|doi:10.1039/D4DT01710B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2h7y6x
title: CCDC 2301539: Experimental Crystal Structure Determination

description: Related Article: Benjamin Vella, Miriam H. Fsadni, Thomas Pope, Marcin Giza, Fraser J. Angus, Ivan Shmarov, Paula L. Lalaguna, Michele Cariello, Claire Wilson, Malcolm Kadodwala, Thomas J. Penfold, Pablo Docampo, Graeme Cooke|2024|J.Mater.Chem.A|12|22844|doi:10.1039/D4TA00956H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2h7y7y
title: CCDC 2301540: Experimental Crystal Structure Determination

description: Related Article: Benjamin Vella, Miriam H. Fsadni, Thomas Pope, Marcin Giza, Fraser J. Angus, Ivan Shmarov, Paula L. Lalaguna, Michele Cariello, Claire Wilson, Malcolm Kadodwala, Thomas J. Penfold, Pablo Docampo, Graeme Cooke|2024|J.Mater.Chem.A|12|22844|doi:10.1039/D4TA00956H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2hpy8f
title: CCDC 2314995: Experimental Crystal Structure Determination

description: Related Article: Kanghua Rui, Shaoying Huang, Yinong Wu, Hanxiao Shen, Xufeng Lin|2024|Chem.Commun.|60|9400|doi:10.1039/D4CC03230F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jbdbm
title: CCDC 2333690: Experimental Crystal Structure Determination

description: Related Article: Nadezhda A. Bakuleva, Boris V. Lichitsky, Dmitry V. Tsyganov, Andrey N. Komogortsev, Valeriya G. Melekhina, Evgeny V. Tretyakov|2024|J.Heterocycl.Chem.|61|1057|doi:10.1002/jhet.4826
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jfk4p
title: CCDC 2336722: Experimental Crystal Structure Determination

description: Related Article: Jinhui Zhang, Lihua Mao, Chao Liu, Xiangwen Tan, Jiahao Wu, Xuefeng Wei, Wanqing Wu, Huanfeng Jiang|2024|Chem.Commun.|60|9404|doi:10.1039/D4CC03099K
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jg82c
title: CCDC 2337402: Experimental Crystal Structure Determination

description: Related Article: Arijit Jana, Subrata Duary, Amitabha Das, Amoghavarsha Ramachandra Kini, Swetashree Acharya, Jan Machacek, Biswarup Pathak, Tomas Base, Thalappil Pradeep|2024|Chemical Science|15|13741|doi:10.1039/D4SC01566E
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jk026
title: CCDC 2340037: Experimental Crystal Structure Determination

description: Related Article: Sukanya Das, Tanmoy Datta, Md. Abbasuddin Sk, Brindaban Roy, Raj K. Nandi|2024|Org.Biomol.Chem.|22|6922|doi:10.1039/D4OB00797B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jsm76
title: CCDC 2347358: Experimental Crystal Structure Determination

description: Related Article: Yulei Zhu, Jie Jia, Xiangyu Song, Chunyu Gong, Ying Xia|2024|Chemical Science|15|13800|doi:10.1039/D4SC03624G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jylbf
title: CCDC 2352135: Experimental Crystal Structure Determination

description: Related Article: Ayazoddin Aunoddin Kazi, Nadimpalli Manjuladevi, Salla Suresh Kumar, Anamika Sharma, L Ravithej Singh|2024|Chem.Commun.|60|9376|doi:10.1039/D4CC02395A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2kh43b
title: CSD 2368031: Experimental Crystal Structure Determination

description: Related Article: Lun Jin, Shiyu Peng, Aya Nakano Rutherford, Xianghan Xu, Danrui Ni, Chen Yang, Yen Ji Byeon, Weiwei Xie, Haidong Zhou, Xi Dai and Robert J. Cava|2024|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2kh44c
title: CSD 2368032: Experimental Crystal Structure Determination

description: Related Article: Lun Jin, Shiyu Peng, Aya Nakano Rutherford, Xianghan Xu, Danrui Ni, Chen Yang, Yen Ji Byeon, Weiwei Xie, Haidong Zhou, Xi Dai and Robert J. Cava|2024|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/2zv874
title: Florient - a database dealing with historic wild plant occurrences

description: Florient - a database dealing with historic wild plant occurrences is an occurrence dataset published by Ghent University and the Belgian Biodiversity Platform.
The FLORIENT database is based on the herbarium of Charles Van Hoorebeke (1790-1821), in which he recorded nearly all wild plants that occurred in the province of East Flanders. A prospectus of his planned publication about this, the "Flore de la Flandre Orientale", appeared in 1821. That same year he died. As a result of which his work never appeared in print and the data were not available. Frans Roucel (1765-1831), a contemporary from Aalst, focused in his published floras (from 1792 and 1803) on rare wild plants and their use, and went into more detail about the growing conditions of the species. The combination of information from both works provides an exceptionally complete and detailed picture of the flora of East Flanders around the beginning of the 19th century, before the industrial and agricultural revolution.
The digital collection is also available at www.botanicalcollections.be
This dataset contains historic wild plant occurrences (early 19th century). Here it is published as a standardized Darwin Core Archive and includes for each record an eventID, date, location, sampling protocol, occurrenceID, the number of recorded individuals, status (present/absent), . Issues with the dataset can be reported at https://github.com/BelgianBiodiversityPlatform/data-publication-bbpf/tree/main/datasets/florient-occurrences
Generalized and/or withheld information: as these are historic occurrences, the location is geocoded to the municipality as it originally appeared in the data.
We have released this dataset to the public domain under a Creative Commons Zero waiver. We would appreciate it if you follow the INBO norms for data use (https://www.inbo.be/en/norms-data-use) when using the data. If you have any questions regarding this dataset, don't hesitate to contact us via the contact information provided in the metadata.
DOI: 10.5281/zenodo.13740719
title: mingrongshe/Gender_differences_Physics: v2

description: No description provided.
DOI: 10.15468/dl.4hwaxx
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de Paleobotánica obtenidos de la Literatura de Teresa Torres"
 ]
}

 The dataset includes 178 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010233-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mbpje
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de Paleobotánica obtenidos de la Literatura de Teresa Torres"
 ]
}

 The dataset includes 178 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010234-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6g2ja
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Arizona",
 "TaxonKey is Chrysomya rufifacies (Macquart, 1844)"
 ]
}

 The dataset includes 58 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101701-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13729340
title: Protocol for Systematic Review and Meta-Analysis

description: This systematic review protocol aims to evaluate the effectiveness of Artificial Intelligence (AI) in enhancing diagnostic accuracy in cancer imaging compared to traditional imaging methods. The review will assess the impact of AI on diagnostic outcomes and compare the performance of AI-based imaging techniques with conventional approaches. The protocol outlines the inclusion and exclusion criteria, information sources, search strategy, study selection process, data extraction methods, risk of bias assessment, and data synthesis plans. The review seeks to provide insights into how AI could improve cancer imaging diagnostics and inform future research directions.
DOI: 10.5281/zenodo.13729393
title: Protocol for Systematic Review and Meta-Analysis

description: This systematic review protocol aims to evaluate the effectiveness of Artificial Intelligence (AI) in enhancing diagnostic accuracy in cancer imaging compared to traditional imaging methods. The review will assess the impact of AI on diagnostic outcomes and compare the performance of AI-based imaging techniques with conventional approaches. The protocol outlines the inclusion and exclusion criteria, information sources, search strategy, study selection process, data extraction methods, risk of bias assessment, and data synthesis plans. The review seeks to provide insights into how AI could improve cancer imaging diagnostics and inform future research directions.
DOI: 10.15468/dl.3a9aec
title: Occurrence Download

description: A dataset containing 364992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen, Machine Observation, Observation)",
 "Geometry POLYGON((91.0771 25.57578,92.60411 25.57578,92.60411 26.52735,91.0771 26.52735,91.0771 25.57578))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 364992 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010232-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7bcs5
title: Occurrence Download

description: A dataset containing 39272141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammalia"
 ]
}

 The dataset includes 39272141 records from 14887 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010204-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbj9un
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicliptera clinopodia Nees"
 ]
}

 The dataset includes 200 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173118-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59ae3e
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lagenorhynchus cruciger (Quoy & Gaimard, 1824)"
 ]
}

 The dataset includes 436 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244789-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8vvhm
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asthenes luizae Vielliard, 1990"
 ]
}

 The dataset includes 37 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001955-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y54tak
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicliptera crenata Miq."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173129-230224095556074/datasets/export for details.
DOI: 10.15468/dl.1zmooh
title: Occurrence Download

description: A dataset containing 2424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2017-2019",
 "HasCoordinate is true",
 "TaxonKey is Merops albicollis Vieillot, 1817",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2424 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026679-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.itnqzf
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Planktic foraminifera abundance of Hole 18-178"
 ]
}

 The dataset includes 159 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001954-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kudbxn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicliptera cordibracteata I.Darbysh."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173128-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sn6wug
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mangifera indica var. cambodiana Pierre"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001954-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrgtkr
title: Occurrence Download

description: A dataset containing 8777646 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamiaceae"
 ]
}

 The dataset includes 8777646 records from 2333 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026660-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ni8qwe
title: Occurrence Download

description: A dataset containing 4646 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrgus malvoides (Elwes & Edwards, 1897)"
 ]
}

 The dataset includes 4646 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011608-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qtkjw
title: Occurrence Download

description: A dataset containing 321287 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum dulcamara L."
 ]
}

 The dataset includes 321287 records from 799 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056521-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j1qrye
title: Occurrence Download

description: A dataset containing 1230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polypodiaceae",
 "HasCoordinate is true",
 "Geometry POLYGON((-100.755615 21.698265,-100.755615 20.024967,-99.030761 20.024967,-99.030761 21.698265,-100.755615 21.698265))"
 ]
}

 The dataset includes 1230 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088017-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrfqv5
title: Occurrence Download

description: A dataset containing 23063 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclops Müller O.F., 1785"
 ]
}

 The dataset includes 23063 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0316488-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.