cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17472222
title: An Optimized YOLOv8n Based Model for Real Time Defect Detection in Taro Strip Production

description: Taro production is predominantly manual, creating a need for automated defect detection in processing lines to improve efficiency and product quality. Traditional computer vision methods lack accuracy under practical industrial production conditions, while deep learning approaches, though robust, are often computationally expensive. This study presents a modified YOLOv8n model designed for automated defect detection of taro strips in industrial production environments where real-time processing and high accuracy are critical. The proposed model integrates several architectural innovations: a Bi-directional Feature Pyramid Network (BiFPN) to facilitate improved multi-scale feature fusion, the VoV-GSCSP module to replace the conventional C2f block and reduce computational complexity, and a shared parameter detection head to further lighten the model. In addition, an embedded Wise Intersection over Union (WIoU) loss function is used to accelerate convergence and improve prediction accuracy by optimizing bounding box alignment with ground truth data. Multiple data augmentation strategies, such as noise, motion, lighting, and background, are used in training to mitigate the risk of overfitting and enhance model scalability. Both offline and online experimental results demonstrate that the optimized model achieves an average mean detection accuracy (mAP50) of over 99%, with a precision and recall of over 0.99, and 3.23 G FLOPs. These results are significantly better than those of the original YOLOv8n, which achieved an mAP50 of 94.63%, a precision of 0.955, and a recall of 0.934. When deployed on a Raspberry Pi 5, the modified model demonstrates good robustness and generalization by accurately detecting defects in previously unseen taro-strip data. These results clearly show the advantages of the proposed method in terms of accuracy and computational efficiency, making it ideal for real-time taro-strip defect detection.
DOI: 10.15468/dl.mwwfq5
title: Occurrence Download

description: A dataset containing 1537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Psidium guajava"
 ]
}

 The dataset includes 1537 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006464-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25500/edata.bham.00001466
title: Data files for "Potential absence of observed π2 linear-chain structures in 14O via 10C(α, α) resonant scattering"
DOI: 10.13140/rg.2.2.19055.09124
title: Thirukural explanation using education flag KLMN SWASTIK BY DR J.KOMALALAKSHMI திருக்குறளின் அறிவுடைமை அதிகாரமும் , நவீன தொழில் நுட்ப கே-எல்-என்-என்-ஸ்வஸ்திக் கல்விக்கோடி விளக்கமும் by Dr J.Komalalakshmi
DOI: 10.5281/zenodo.15729207
title: Supraparticles consisting of graphitic carbon nitride nanoparticles and silica nanoparticle-supported horseradish peroxidase as tailorable hybrid catalysts for photo-biocatalytic cascade reactions in batch and continuous flow mode

description: This data publication is based on the metadata and datasets underlying the manuscript: Supraparticles Composed of Graphitic Carbon Nitride Nanoparticles and Silica-Supported Horseradish Peroxidase as Customizable Hybrid Catalysts for Photo-Biocatalytic Cascade Reactions in Continuous Flow

In green and sustainable chemistry, coupling biocatalysis and photocatalysis in cascade processes is particularly appealing. It enables reactions at ambient temperature in aqueous solutions with light as an abundant energy source. Additionally, it merges the high reactivity of photocatalysts with the unique selectivity of biocatalysts. However, such cascade processes, especially when conducted in one-pot mode, pose the challenges of mutual catalyst deactivation and opposite optimal conditions for each catalytic step. In this work, we proposed the design of hybrid supraparticles consisting of the nanoparticular photocatalyst graphitic carbon nitride and the enzyme horseradish peroxidase immobilized on silica nanoparticles. We identified a compatibility range where both catalysts can coexist within the hybrid supraparticles and function effectively, both in one-pot batch and continuous flow processes using the photocatalytic hydrogen peroxide production and the enzymatic 3,3',5,5'-tetramethylbenzidine conversion as a model cascade reaction.
DOI: 10.5281/zenodo.15729208
title: Supraparticles consisting of graphitic carbon nitride nanoparticles and silica nanoparticle-supported horseradish peroxidase as tailorable hybrid catalysts for photo-biocatalytic cascade reactions in batch and continuous flow mode

description: This data publication is based on the metadata and datasets underlying the manuscript: Supraparticles Composed of Graphitic Carbon Nitride Nanoparticles and Silica-Supported Horseradish Peroxidase as Customizable Hybrid Catalysts for Photo-Biocatalytic Cascade Reactions in Continuous Flow

In green and sustainable chemistry, coupling biocatalysis and photocatalysis in cascade processes is particularly appealing. It enables reactions at ambient temperature in aqueous solutions with light as an abundant energy source. Additionally, it merges the high reactivity of photocatalysts with the unique selectivity of biocatalysts. However, such cascade processes, especially when conducted in one-pot mode, pose the challenges of mutual catalyst deactivation and opposite optimal conditions for each catalytic step. In this work, we proposed the design of hybrid supraparticles consisting of the nanoparticular photocatalyst graphitic carbon nitride and the enzyme horseradish peroxidase immobilized on silica nanoparticles. We identified a compatibility range where both catalysts can coexist within the hybrid supraparticles and function effectively, both in one-pot batch and continuous flow processes using the photocatalytic hydrogen peroxide production and the enzymatic 3,3',5,5'-tetramethylbenzidine conversion as a model cascade reaction.
DOI: 10.48328/tudatalib-1987
title: Hall effect data of doped indium oxide thin films

description: The file contains electrical conductivity and Hall effect data of more than 600 thin films prepared by magnetron sputtering with different dopants and deposition parameters. The data are collected in the group of Andreas Klein (formerly Surface Science, now Electronic Structure of Materials) in the Materials Science Department at Technical University of Darmstadt. The data are summarized in a single file of the software "Igor Pro" from the company "Wavemetrics". A demo version of the program can be downloaded at wavemetrics.com. The demo version allows to open the file and see all data, tables and graphs. It is available for Apple and Windows.
DOI: 10.21334/npolar.2020.ec005f2b
title: Norwegian polar geological sample archive
DOI: 10.5255/ukda-sn-8033-1
title: Kids' Life and Times Survey, 2014
title: Kids' Life and Times Survey, 2008-
title: KLT

description: The &lt;i&gt;Kids' Life and Times Survey&lt;/i&gt; (KLT) began in 2008 and is conducted by Access Research Knowledge (ARK) which runs the &lt;a href="https://beta.ukdataservice.ac.uk/datacatalogue/series/series?id=2000040#!/access-data"&gt;Northern Ireland Life and Times Survey&lt;/a&gt; (NILT) and the &lt;a href="https://beta.ukdataservice.ac.uk/datacatalogue/series/series?id=2000040#!/access-data"&gt;Young Life and Times Survey&lt;/a&gt; (YLT). The KLT is a survey of Primary year 7 (P7) children in Northern Ireland which is carried out online and in school. (Note that NILT did not run in 2011, but resumed in 2012. The KLT and YLT both ran as normal in 2011.)&lt;br&gt;
&lt;br&gt;
The aims of the KLT are to:&lt;ul&gt;&lt;li&gt;provide broad-based monitoring systems to examine children's views on policy issues on a regular basis&lt;/li&gt;&lt;li&gt;ensure that the information from the survey is fed back to policymakers and others engaged in the policy debates around children and their lives&lt;/li&gt;&lt;li&gt;provide a high profile endorsement of 'participation' by Northern Ireland's children&lt;/li&gt;&lt;/ul&gt;Further information about KLT, including the comic-style publication with key results especially designed for children, may be found on the ARK main &lt;a href="http://www.ark.ac.uk/klt/" title="Kids' Life and Times Survey"&gt;Kids' Life and Times Survey&lt;/a&gt; web pages.&lt;br&gt;
DOI: 10.15468/dl.rcvhz5
title: Occurrence Download

description: A dataset containing 68798467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is France",
 "OccurrenceStatus is Present",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is Animalia",
 "Year 2005-2025"
 ]
}

 The dataset includes 68798467 records from 18948 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006456-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2s65g7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ectemnius continuus (Fabricius, 1804)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211771-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112029812
title: Cuneiform Tablet 1913.14.1520, Spurlock 1913.14.1520

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1520; CDLI P421372 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 4.4 x 2.9 x 1.7 cm (19 g)
DOI: 10.15468/dl.pmwpaa
title: Occurrence Download

description: A dataset containing 12257 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cedrus Trew"
 ]
}

 The dataset includes 12257 records from 459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0409219-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112029597
title: Cuneiform Tablet 1913.14.1520, Spurlock 1913.14.1520

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1520; CDLI P421372 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 4.4 x 2.9 x 1.7 cm (19 g)
DOI: 10.15468/dl.qyyfdt
title: Occurrence Download

description: A dataset containing 3107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Aulacomnium heterostichum (Hedw.) Bruch & Schimp."
 ]
}

 The dataset includes 3107 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057996-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpyu57
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypericum harperi R.Keller"
 ]
}

 The dataset includes 146 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250688-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6wb9u
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pteronemobius yezoensis (Shiraki, 1911)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 44 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211767-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112029785
title: Cuneiform Tablet 1913.14.1520, Spurlock 1913.14.1520

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1520; CDLI P421372 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 4.4 x 2.9 x 1.7 cm (19 g)
DOI: 10.15468/dl.fvs37d
title: Occurrence Download

description: A dataset containing 478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Tayassu tajacu (Linnaeus, 1758)"
 ]
}

 The dataset includes 478 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015092-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jctkzx
title: Occurrence Download

description: A dataset containing 47124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Psychotria L."
 ]
}

 The dataset includes 47124 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095401-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbqz8e
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leopardus pardalis pardalis"
 ]
}

 The dataset includes 121 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250699-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112029596
title: Cuneiform Tablet 1913.14.1520, Spurlock 1913.14.1520

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1520; CDLI P421372 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 4.4 x 2.9 x 1.7 cm (19 g)
DOI: 10.15468/dl.e8upjf
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aradus Fabricius, 1803",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 224 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211772-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4jhvq
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kinosternon alamosae Berry & Legler, 1980"
 ]
}

 The dataset includes 108 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095406-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4naq3
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Colombia, Costa Rica, Panama)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphyraena ensis Jordan & Gilbert, 1882"
 ]
}

 The dataset includes 43 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001541-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112037494
title: Cuneiform Tablet 1913.14.1688, Spurlock 1913.14.1688

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1688; CDLI P421539 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Brownish Pink (5YR 8/1.5) Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 4.5 x 3.4 x 1.8 cm (27 g)
DOI: 10.15468/dl.qysuxv
title: Occurrence Download

description: A dataset containing 2609 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachystomia Monterosato, 1884"
 ]
}

 The dataset includes 2609 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250696-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cr899y
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio formosoides Cuatrec."
 ]
}

 The dataset includes 99 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227477-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112037495
title: Cuneiform Tablet 1913.14.1688, Spurlock 1913.14.1688

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1688; CDLI P421539 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Brownish Pink (5YR 8/1.5) Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 4.5 x 3.4 x 1.8 cm (27 g)
DOI: 10.15468/dl.s3f2jz
title: Occurrence Download

description: A dataset containing 5132267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thraupidae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5132267 records from 450 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057990-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rm4n3n
title: Occurrence Download

description: A dataset containing 603 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabidella nasturtium (F.Muell.) E.A.Shaw"
 ]
}

 The dataset includes 603 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040984-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xag77h
title: Occurrence Download

description: A dataset containing 7434 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Cladophlebis A.T.Brongniart, 1849, Coniopteris A.T.Brongniart, 1849)"
 ]
}

 The dataset includes 7434 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003621-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23tjxa
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Longipedia coronata Claus, 1863"
 ]
}

 The dataset includes 126 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123456-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fypdt
title: Occurrence Download

description: A dataset containing 60009 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juncus alpinoarticulatus Chaix",
 "HasCoordinate is true"
 ]
}

 The dataset includes 60009 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040988-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5a22p
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marivagia stellata Galil & Gershwin, 2010"
 ]
}

 The dataset includes 38 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003634-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4uzn5
title: Occurrence Download

description: A dataset containing 164357 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Himalayan Uplands Plant database (HUP Version 1)"
 ]
}

 The dataset includes 164357 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006525-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5e4x6m
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Equus ferus Boddaert, 1785",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 401 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072252-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddg5qb
title: Occurrence Download

description: A dataset containing 573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lampropeltis polyzona Cope, 1860"
 ]
}

 The dataset includes 573 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016594-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n4axk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliophila maximilianii var. agtertuinensis Schltr."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041004-220831081235567/datasets/export for details.