cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18674795
title: HalalBench: A Multilingual OCR Benchmark Dataset for Food Packaging Ingredient Extraction

description: HalalBench is the first large-scale, multilingual benchmark for evaluating OCR engines on real-world food packaging images. The dataset comprises 1,043 images (50 real, 993 synthetic) with 36,438 annotations in COCO format spanning 14 languages: Arabic, Danish, Dutch, English, French, German, Indonesian, Japanese, Korean, Malay, Norwegian, Swedish, Thai, and Turkish.

No existing OCR benchmark targets the unique challenges of ingredient labels: curved surfaces, dense multilingual text, and sub-8pt fonts. HalalBench fills this gap.

Key results: No OCR engine exceeds 0.55 fuzzy F1, confirming food packaging OCR remains unsolved. ML Kit leads at 0.487 exact F1, followed by docTR (0.465), EasyOCR (0.210), and RapidOCR (0.189).

Created by HalalLens (https://halallens.no), a production halal food app and halal scanner serving 20+ countries.

Dataset and benchmark code: https://github.com/halallens-no/halalbench
DOI: 10.5281/zenodo.18674794
title: HalalBench: A Multilingual OCR Benchmark Dataset for Food Packaging Ingredient Extraction

description: HalalBench is the first large-scale, multilingual benchmark for evaluating OCR engines on real-world food packaging images. The dataset comprises 1,043 images (50 real, 993 synthetic) with 36,438 annotations in COCO format spanning 14 languages: Arabic, Danish, Dutch, English, French, German, Indonesian, Japanese, Korean, Malay, Norwegian, Swedish, Thai, and Turkish.

No existing OCR benchmark targets the unique challenges of ingredient labels: curved surfaces, dense multilingual text, and sub-8pt fonts. HalalBench fills this gap.

Key results: No OCR engine exceeds 0.55 fuzzy F1, confirming food packaging OCR remains unsolved. ML Kit leads at 0.487 exact F1, followed by docTR (0.465), EasyOCR (0.210), and RapidOCR (0.189).

Created by HalalLens (https://halallens.no), a production halal food app and halal scanner serving 20+ countries.

Dataset and benchmark code: https://github.com/halallens-no/halalbench
DOI: 10.15468/dl.g9ivsb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000622-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z785xv
title: Occurrence Download

description: A dataset containing 542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium pannonicum Jacq.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 542 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074934-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyh5qv
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000619-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hcdlm
title: Occurrence Download

description: A dataset containing 576 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus geoffroyi (d'Orbigny & Gervais, 1844)"
 ]
}

 The dataset includes 576 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024421-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejxna1
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000620-150805223722583/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shy2md
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000621-150204170955391/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk2ifo
title: Occurrence Download

description: A dataset containing 336270329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 336270329 records from 1576 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000920-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hby5va
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jasminum cuspidatum Rottler"
 ]
}

 The dataset includes 75 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033742-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3jnii
title: Occurrence Download

description: A dataset containing 1689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-147.48047 61.875,-137.63672 -4.92187,-128.84766 -58.00781,-94.57031 -85.78125,-63.63281 -87.89062,-34.80469 -90,-147.48047 61.875))",
 "TaxonKey is Alcyonacea"
 ]
}

 The dataset includes 1689 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001551-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgonpt
title: Occurrence Download

description: A dataset containing 1452953849 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1452953849 records from 17327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000045-170822121629195/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qerd3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alopecoenas johannae)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078038-250717081556266/datasets/export for details.
DOI: 10.15468/dl.7z3f5z
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sedum sexangulare",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078036-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk6huq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Botrylloides violaceus",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078037-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ars6dg
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asterodiaspis variolosa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 119 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078040-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbyfsx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Botrylloides violaceus",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078039-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yv9b6u
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Ploceus vitellinus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085817-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4ecnq
title: Occurrence Download

description: A dataset containing 9648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neogobius melanostomus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9648 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085816-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpt7ny
title: Occurrence Download

description: A dataset containing 11807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Ploceus vitellinus)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 11807 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085818-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16681440
title: Multi-band Passive Wi-Fi Sensing Dataset (5 GHz & 60 GHz)

description: This dataset contains multi-band Wi-Fi sensing data acquired from a controlled indoor environment using both 5 GHz and 60 GHz Wi-Fi signals. A passive station  (P-STA) monitors transmissions from Wi-Fi stations (STAs) as targets remain static at various known positions within the environment.

Particularly, 5 GHz beacons from two different STAs (one inside the room and one outside the room) and beam training from 60 GHz AP inside the room is collected.
DOI: 10.5281/zenodo.16681441
title: Multi-band Passive Wi-Fi Sensing Dataset (5 GHz & 60 GHz)

description: This dataset contains multi-band Wi-Fi sensing data acquired from a controlled indoor environment using both 5 GHz and 60 GHz Wi-Fi signals. A passive station  (P-STA) monitors transmissions from Wi-Fi stations (STAs) as targets remain static at various known positions within the environment.

Particularly, 5 GHz beacons from two different STAs (one inside the room and one outside the room) and beam training from 60 GHz AP inside the room is collected.
DOI: 10.15468/dl.8n27fp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Ploceus vitellinus)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085819-250717081556266/datasets/export for details.
DOI: 10.15468/dl.bmz3hf
title: Occurrence Download

description: A dataset containing 3680907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 {
 "or" : [
 "Country is Argentina",
 "Country is Panama",
 "Country is Peru",
 "Country is Colombia",
 "Country is Bolivia (Plurinational State of)",
 "Country is Ecuador",
 "Country is Costa Rica"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3680907 records from 338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005714-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cestyd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "CatalogNumber" : [
 "is OSUC 675696"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011833-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jahapm
title: Occurrence Download

description: A dataset containing 1782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vitis amurensis Rupr.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1782 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078978-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwv8uv
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Uniola paniculata Roth"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000438-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ejtyr
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamproderma gulielmae Meyl., 1919"
 ]
}

 The dataset includes 53 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029757-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxyaai
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cribraria oregana H.C.Gilbert, 1932"
 ]
}

 The dataset includes 203 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029763-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8wxjx
title: Occurrence Download

description: A dataset containing 8943811 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8943811 records from 2797 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078962-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110857288
title: Persepolis Fortification Anepigraphic Tablet 0377.203, PFAnep 0377.203

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0377.203, PFUT 0377-203 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Minor cracking. Small gouges on reverse.
DOI: 10.25549/inscriptifact-ouc110855813
title: Persepolis Fortification Anepigraphic Tablet 0376.203, PFAnep 0376.203

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0376.203, PFUT 0376-203 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Damage or deposits on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110857277
title: Persepolis Fortification Anepigraphic Tablet 0377.203, PFAnep 0377.203

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0377.203, PFUT 0377-203 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Minor cracking. Small gouges on reverse.
DOI: 10.25549/inscriptifact-ouc110855790
title: Persepolis Fortification Anepigraphic Tablet 0376.203, PFAnep 0376.203

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0376.203, PFUT 0376-203 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Damage or deposits on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110857279
title: Persepolis Fortification Anepigraphic Tablet 0377.203, PFAnep 0377.203

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0377.203, PFUT 0377-203 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Minor cracking. Small gouges on reverse.
DOI: 10.25549/inscriptifact-ouc110855788
title: Persepolis Fortification Anepigraphic Tablet 0376.203, PFAnep 0376.203

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0376.203, PFUT 0376-203 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Damage or deposits on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110861132
title: Persepolis Fortification Anepigraphic Tablet 0383.204, PFAnep 0383.204

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0383.204, PFUT 0383-204 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, reverse? upper edge. ❧ [Physical Object Note:] Cracks on obverse and reverse. Other damage on reverse. (Upper and bottom edges may be reversed)