cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14915994
title: Math Formula Detection Dataset

description: Description:







Mathematical Formula Detection Dataset is a critical area in AI research, aiding in converting complex mathematical expressions from visual representations to machine-readable formats. This dataset aims to bridge the gap between handwritten or printed mathematical formulas and their digital counterparts, using deep learning models, particularly GANs (Generative Adversarial Networks).

 







Download Dataset

 









Dataset Overview

The Math Formula Detection dataset includes images of various mathematical equations and symbols, designed for both printed and handwritten formula detection. The dataset is labeled with corresponding LaTeX or MathML formats for every formula, making it ideal for tasks such as symbol recognition, formula segmentation, and image-to-formula translation.

Applications of the Dataset



Document Digitization: Automating the process of digitizing textbooks, research papers, and academic documents containing mathematical content.

Educational Tools: Assisting online education platforms by converting handwritten notes or scanned documents into searchable and editable digital formats.

Scientific Research: Helping researchers in fields like physics, engineering, and economics to quickly search and manipulate mathematical content in large datasets.

Text-to-Math Conversion Models: The dataset is also suited for models that convert visual representations of mathematical symbols into structured formats like LaTeX, MathML, or plain text.


Key Features



High-Resolution Images: The dataset provides clear images of formulas at various resolutions, enabling effective training of neural networks for detection and recognition.

Symbol Localization: It includes annotated bounding boxes around each formula or symbol for precise localization, a critical step in formula detection.

Multi-Modal Support: The dataset supports various output formats like LaTeX and MathML, making it flexible for different applications.


Future Prospects

This dataset opens doors to multiple advancements in AI-driven formula detection, including real-time recognition in educational tools and more efficient academic paper digitization. The research possibilities extend beyond formula detection into automatic verification of solutions and advanced educational AI systems.

This dataset is sourced from Kaggle.
DOI: 10.15468/dl.sgr4bg
title: Occurrence Download

description: A dataset containing 15200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((106.90476 13.49742,106.8904 12.42635,107.67445 12.42202,107.6847 13.49745,106.90476 13.49742))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 15200 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002680-250221090833381/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.27094237
title: Genomic Insights into Parthenogenesis: Evolutionary Mechanisms and Genetic Diversity in the Flowerpot Snake

description: Genomic Insights into Parthenogenesis: Evolutionary Mechanisms and Genetic Diversity in the Flowerpot Snake
DOI: 10.6084/m9.figshare.27094237.v1
title: Genomic Insights into Parthenogenesis: Evolutionary Mechanisms and Genetic Diversity in the Flowerpot Snake

description: Genomic Insights into Parthenogenesis: Evolutionary Mechanisms and Genetic Diversity in the Flowerpot Snake
DOI: 10.15468/dl.r9fx7w
title: Occurrence Download

description: A dataset listing the 70080 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "Geometry POLYGON((28.80012 -32.93503,67.19988 -32.93503,67.19988 -6.06497,28.80012 -6.06497,28.80012 -32.93503))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 70080 records were derived from 922 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002678-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-229689
title: The Word of Truth, 2010, vol. 21, no. 11 = Cuvantul Adevarului, 2010, anul XXI, nr 11

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.jx3jtr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida, Liliopsida)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Geometry MULTIPOLYGON (((92.856 70.189, 95.02036 70.401, 97.187 70.447, 97.07226 70.70555, 94.4204 70.74287, 94.21265 70.544, 92.61457 70.3957, 92.43163 70.27299, 92.856 70.189)), ((109.091 70.905, 109.917 71.20016, 109.244 71.316, 108.3016 71.219, 107.989 70.9955, 109.091 70.905)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177469-210914110416597/datasets/export for details.
DOI: 10.25549/pcra-c14-229699
title: The Word of Truth, 2010, vol. 21, no. 12 = Cuvantul Adevarului, 2010, anul XXI, nr 12

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.25549/pcra-c14-229697
title: The Word of Truth, 2010, vol. 21, no. 12 = Cuvantul Adevarului, 2010, anul XXI, nr 12

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.68anh2
title: Occurrence Download

description: A dataset containing 21737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Sternula superciliaris",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 21737 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085385-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yguzkp
title: Occurrence Download

description: A dataset containing 18394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thelotrema lepadinum (Ach.) Ach., Theonina cornix (Simon, 1881))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 18394 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0329375-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-229704
title: The Word of Truth, 2010, vol. 21, no. 12 = Cuvantul Adevarului, 2010, anul XXI, nr 12

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.px3747
title: Occurrence Download

description: A dataset containing 2042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (United States of America, Mexico, Canada)",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Benthosema glaciale (Reinhardt, 1837)"
 ]
}

 The dataset includes 2042 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053659-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s22m9t
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Michigan Museum of Zoology, Division of Reptiles & Amphibians",
 "TaxonKey is Anolis antonii Boulenger, 1908"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176656-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-229843
title: Unveiling the mystery of the appearence of Antichrist in the world = Dezvăluirea enigmei cu apariţia lui Anticrist în lume

description: [description english/roman)] Eugen Bodor (1902-1983), during the period between the wars and after WWII has been one of the two Pentecostal ministers with theological studies. He was marginalized by the Communist regime. For writing candestinely a "Bible study about the spiritual gifts" in 1961 he was sentenced to 5 years in prison and confiscation of personal belongings. He served a year and a few months and was afterwards pardoned by decree. "Unveiling the mystery of the appearence of Antichrist in the world" is not only an eschatological writing but also a polemical tract direted against against the Seventh Day Adventist and Jehovah's Witnesses' teachings, respectively.
DOI: 10.25549/pcra-c14-228527
title: The Word of Truth, 2007, vol. 18, no. 6 = Cuvantul Adevarului, 2007, anul XVIII, nr 6

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.hkd9h2
title: Occurrence Download

description: A dataset containing 453346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (United States of America, Mexico, Canada)",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Butorides virescens (Linnaeus, 1758)"
 ]
}

 The dataset includes 453346 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053682-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4zpc3
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida, Liliopsida)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Geometry MULTIPOLYGON (((66.0621 56.2, 67.26509 56.39012, 66.74272 56.64066, 65.65405 56.58895, 65.51564 56.38871, 66.0621 56.2)))"
 ]
}

 The dataset includes 168 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177520-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-228533
title: The Word of Truth, 2007, vol. 18, no. 6 = Cuvantul Adevarului, 2007, anul XVIII, nr 6

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.53gegd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleiotaxis perfoliata Lisowski"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085401-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpakh4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida, Liliopsida)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Geometry MULTIPOLYGON (((95.26561 18.88355, 95.49854 18.90509, 95.60014 19.40293, 95.57669 19.84943, 95.2557 19.70497, 94.96228 19.35512, 95.26561 18.88355)))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177524-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-228421
title: The Word of Truth, 2007, vol. 18, no. 1 = Cuvantul Adevarului, 2007, anul XVIII, nr 1

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.25549/pcra-c14-228439
title: The Word of Truth, 2007, vol. 18, no. 2 = Cuvantul Adevarului, 2007, anul XVIII, nr 2

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.r8sy6a
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cornufer weberi (Schmidt, 1932), Cornufer meyeri (Günther, 1873))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 294 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053737-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhvc8q
title: Occurrence Download

description: A dataset containing 2014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Terminalia sericea Burch. ex DC."
 ]
}

 The dataset includes 2014 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009024-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfve3f
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida, Liliopsida)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Geometry MULTIPOLYGON (((-54.94579 -1.563942, -54.87692 -1.746854, -54.88195 -1.764045, -54.87943 -1.769691, -54.87745 -1.771387, -54.87654 -1.77191, -54.87607 -1.772135, -54.87558 -1.772336, -54.874 -1.772996, -54.86543 -1.78769, -54.86598 -1.819626, -54.82295 -1.869945, -54.615 -1.883, -54.43328 -1.855714, -54.34156 -1.9119, -54.32055 -1.906387, -54.31666 -1.901584, -54.31649 -1.90109, -54.31634 -1.900588, -54.31605 -1.899045, -54.316 -1.895995, -54.314 -1.89, -54.31406 -1.87607, -54.30605 -1.861045, -54.345 -1.817, -54.34834 -1.660412, -54.368 -1.47, -54.83601 -0.8958647, -55.05041 -1.398409, -54.94579 -1.563942)))"
 ]
}

 The dataset includes 239 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177525-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-228415
title: The Word of Truth, 2007, vol. 18, no. 1 = Cuvantul Adevarului, 2007, anul XVIII, nr 1

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.sy7xfy
title: Occurrence Download

description: A dataset containing 18774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Achyranthes L."
 ]
}

 The dataset includes 18774 records from 455 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053671-230224095556074/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.21941516
title: Testing, testing

description: This is a test to learn the use of figshare.This is a link
DOI: 10.6084/m9.figshare.21941516.v4
title: Testing, testing

description: This is a test to learn the use of figshare.This is a link
DOI: 10.6084/m9.figshare.21941516.v3
title: Testing, testing

description: This is a test to learn the use of figshare.<br>The data file is removed.This is a link
DOI: 10.15468/dl.nhgwvg
title: Occurrence Download

description: A dataset containing 306470 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tillandsia L."
 ]
}

 The dataset includes 306470 records from 713 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005489-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-231083
title: The herald of Gospel, 1946, vol, 2, no. 7 = Vestitorul Evangheliei, 1946, anul II, nr 7

description: [description english/roman)] The herald of Gospel is the periodical publication of the biggest romanian penticostal group between 1953-1989.
DOI: 10.15468/dl.3f8wcp
title: Occurrence Download

description: A dataset containing 622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Uapaca kirkiana Müll.Arg."
 ]
}

 The dataset includes 622 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009025-240425142415019/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.25703099.v1
title: Spine morphological analysis data for the dual-eGRASP experiment from Synaptic correlates of the corticocortical circuit in motor learning

description: Enlisted is morphological analysis data used for the dual-eGRASP experiment containing spine head max diameter and volume for both learners and non-learners.
DOI: 10.15468/dl.6jbf5p
title: Occurrence Download

description: A dataset containing 32976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Eremophila alpestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 32976 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053716-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6dnbt3
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calliandra quetzal (Donn.Sm.) Donn.Sm."
 ]
}

 The dataset includes 16 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016820-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9e4t3
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halimolobos diffusus (A.Gray) O.E.Schulz"
 ]
}

 The dataset includes 275 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062726-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u46bjm
title: Occurrence Download

description: A dataset containing 20301510 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Mexico"
 ]
}

 The dataset includes 20301510 records from 2896 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117832-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zurbqm
title: Occurrence Download

description: A dataset containing 642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Elymus nutans Griseb.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 642 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018056-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7umrz3
title: Occurrence Download

description: A dataset containing 15361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cistus crispus L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15361 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018055-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.