cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15038529
title: Forchheim Image Dataset

description: Description:







The Forchheim Image Dataset is design specifically for Source Camera Identification (SCI) tasks, offering a diverse range of images captured from various devices. This dataset is an essential resource for forensic and cybersecurity professionals who are working to trace the origin of digital images to the cameras that captured them.

The dataset contains a total of 3,851 high-resolution images, meticulously curated from 27 distinct digital devices, ensuring broad representation across different camera models and manufacturers. To maintain the focus on Source Camera Identification, only the ‘original’ (unprocessed) images from each device have been retain, while all other derivative files, such as edited or compressed versions, have been exclude.







Download Dataset









Key Features of the Forchheim Dataset:



Diversity of Devices: Includes images from 27 unique devices, ranging from smartphones to high-end cameras, covering various sensor types, lenses, and software configurations.

High-Quality Images: All images are preserved in their original, unaltered formats to ensure authenticity and integrity for SCI tasks.

Exclusively for SCI: Derivative files and any post-processed images have been remove, ensuring that the dataset strictly serves the purpose of source camera identification.

Applications: Ideal for forensic analysis, digital media forensics, image authentication, and cybersecurity research where tracing the origin of images is critical.

Dataset Structure: The dataset is organize into folders by device, making it easier for researchers to access and analyze images base on their source.


Potential Use Cases:



Forensic Analysis: Identifying the source of images in legal cases or criminal investigations.

Cybersecurity: Detecting manipulated or unauthorized images used in malicious campaigns.

Academic Research: Training and testing machine learning models for image source attribution


This dataset is sourced from Kaggle.
DOI: 10.15468/dl.kq56wn
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chalcides sexlineatus Steindachner, 1891",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012335-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.wuqakt5g
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (5967252 records)
DOI: 10.15468/dl.hdeb3m
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aleuroglandulus subtilis Bondar, 1923)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012336-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58ss7g
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anovia circumclusa (Gorham) Gorham",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012337-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3d7d2x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibolus venator (Klug, 1830))",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012339-250310093411724/datasets/export for details.
DOI: 10.15468/dl.2877sx
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pheidole moerens Wheeler, 1908)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012338-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvuv9f
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "Month is March",
 "TaxonKey is Canis lupus lupus",
 "Year 2017-2025"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012340-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muuzc8
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vipera seoanei Lataste, 1879",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012341-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data111/2
title: RegressionResults.tab

description: :unav
DOI: 10.34810/data111/1
title: Data sources COVID modelxlsx.tab

description: :unav
DOI: 10.34810/data111/3
title: Readme.txt

description: :unav
DOI: 10.34740/kaggle/dsv/11060502
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.34810/data117/1
title: ESEE_IFR_do.do

description: :unav
DOI: 10.34810/data117/10
title: Readme.txt

description: :unav
DOI: 10.34810/data117/2
title: Figures_do.do

description: :unav
DOI: 10.34810/data117/3
title: Tables_do.do

description: :unav
DOI: 10.34810/data117/4
title: ESEE_IFR.log

description: :unav
DOI: 10.34810/data117/5
title: Appendix_do.do

description: :unav
DOI: 10.34810/data117/6
title: tables.log

description: :unav
DOI: 10.34810/data117/7
title: appendix_tables.log

description: :unav
DOI: 10.34810/data117/8
title: CPI_Spain.tab

description: :unav
DOI: 10.34810/data117/9
title: WITS-Partner.tab

description: :unav
DOI: 10.15468/dl.qr5kfy
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Periphyllus lyropictus (Kessler, 1886))",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012342-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nw8rad
title: Occurrence Download

description: A dataset containing 5141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Netherlands",
 "TaxonKey is Platanthera bifolia (L.) Rich.",
 "Year 1980-2025"
 ]
}

 The dataset includes 5141 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012343-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxnuvp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocidura canariensis Hutterer, Lopez-Jurado & Vogel, 1987",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012344-250310093411724/datasets/export for details.
DOI: 10.15468/dl.bz7a5g
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "GadmGid is NLD.4_1",
 "TaxonKey is Canis lupus Linnaeus, 1758",
 "Year 2020-2025"
 ]
}

 The dataset includes 360 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012347-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vt22u
title: Occurrence Download

description: A dataset containing 1052 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diabrotica virgifera LeConte, 1868)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1052 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012345-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aan6wd
title: Occurrence Download

description: A dataset containing 713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Xylocopa tranquebarorum (Swederus, 1787))",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 713 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012346-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15038129
title: Motion capture of Limoges Porcelaine practitioners Part 1

description: Using volumetric human pose estimation methods.
DOI: 10.5281/zenodo.15038130
title: Motion capture of Limoges Porcelaine practitioners Part 1

description: Using volumetric human pose estimation methods.
DOI: 10.15468/dl.se8m8m
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Données Mammifères marins ORCA - Données observation à bord d'un ferry de Mammifères marins ORCA",
 "Geometry POLYGON((-5.8625488775357155 42.61303288251543,-1.8625488775357155 42.61303288251543,-1.8625488775357155 46.61303288251543,-5.8625488775357155 46.61303288251543,-5.8625488775357155 42.61303288251543))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 253 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012348-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15038517
title: Ionic Heteronuclear Complexes Containing Pt(II) and Ag(I) Centres: Application to Efficient Light-Emitting Electrochemical Cells

description: This record collects ASCII data associated with the figures presented in the work with the same title.

It also contains the computed S0 and T1 geometries of the studied heteronuclear complexes
DOI: 10.5281/zenodo.15038518
title: Ionic Heteronuclear Complexes Containing Pt(II) and Ag(I) Centres: Application to Efficient Light-Emitting Electrochemical Cells

description: This record collects ASCII data associated with the figures presented in the work with the same title.

It also contains the computed S0 and T1 geometries of the studied heteronuclear complexes
DOI: 10.15468/dl.7vq3wq
title: Occurrence Download

description: A dataset containing 1001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galemys pyrenaicus (É.Geoffroy Saint-Hilaire, 1811)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 1001 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012349-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkztkt
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Contarinia pisi (Winnertz, 1854))",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012350-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ah7htg
title: Occurrence Download

description: A dataset containing 1622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Delta pyriforme (Fabricius, 1775))",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1622 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012351-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1126713
title: Digital Archive from Archaeological Works at Site K1B, Clayfurlong Farm, Kemble, Gloucestershire, October-November 2019

description: This collection comprises images, site records, text, and GIS data from an archaeological evaluation and metal detector survey at Site K1B, Clayfurlong View, Kemble, Gloucestershire. This work was undertaken by Oxford Archaeology between October and November 2019. Two postholes and a small pit were recorded in one of the trenches, with no features of an archaeological origin present in the other trenches. A small assemblage of Iron Age pottery was recovered from each of the postholes.
DOI: 10.15468/dl.bz7qvj
title: Occurrence Download

description: A dataset containing 1387787 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fagus L."
 ]
}

 The dataset includes 1387787 records from 2581 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012310-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3yz7p
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus jacobitus (Cornalia, 1865)"
 ]
}

 The dataset includes 65 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061633-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djpboz
title: Occurrence Download

description: A dataset containing 5741 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calibrachoa La Llave & Lex."
 ]
}

 The dataset includes 5741 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049288-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d62yb4
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Botrylloides violaceus Oka, 1927"
 ]
}

 The dataset includes 58 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094317-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3nm63
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Mylomys dybowskii (Pousargues, 1893)"
 ]
}

 The dataset includes 568 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061646-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iv8wf8
title: Occurrence Download

description: A dataset containing 5741 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calibrachoa La Llave & Lex."
 ]
}

 The dataset includes 5741 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049289-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6rer2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-81.68442 41.06291, -81.45506 41.06291, -81.45506 41.44732, -81.68442 41.44732, -81.68442 41.06291))",
 "ScientificName is one of (Panicum depauperatum f. depauperatum)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094318-200613084148143/datasets/export for details.
DOI: 10.15468/dl.n48vk9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenanona narinensis G.E.Schatz & Maas"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078089-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdrwqc
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthurium crystallinum Linden & André",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 43 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049290-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3j9yr
title: Occurrence Download

description: A dataset containing 2351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diprion similis (Hartig, 1834))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2351 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078201-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euckig
title: Occurrence Download

description: A dataset containing 447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphanamixis polystachya (Wall.) R.Parker",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 447 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049293-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnqct9
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabis zeyheriana Turcz."
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045977-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sd4jjm
title: Occurrence Download

description: A dataset containing 939 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arctopus echinatus L."
 ]
}

 The dataset includes 939 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015403-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwh6uw
title: Occurrence Download

description: A dataset containing 1750464 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Formicidae"
 ]
}

 The dataset includes 1750464 records from 1070 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049295-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7k97ju
title: Occurrence Download

description: A dataset containing 805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus polymorpha Schltdl. & Cham."
 ]
}

 The dataset includes 805 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010296-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nu8nng
title: Occurrence Download

description: A dataset containing 1869 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Undaria pinnatifida (Harv.) Suringar"
 ]
}

 The dataset includes 1869 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031469-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxbk3n
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Leptotila wellsi (Lawrence, 1884)"
 ]
}

 The dataset includes 320 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006755-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.