cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/s7fe-3413
title: ED2 dataset

description: Shape completion remains a fundamental challenge in computer vision and image processing, particularly for tasks involving hand-drawn sketches and occluded objects. Traditional deep learning methods such as Generative Adversarial Networks (GANs) and Convolutional Neural Networks (CNNs) often suffer from high computational costs and poor generalization on sparse, abstract structures. We introduce the Efficiency-Driven Encoder-Decoder (ED$^2$) model, a novel neural architecture designed to achieve state-of-the-art shape reconstruction quality while significantly reducing computational overhead. Unlike conventional methods, ED$^2$ utilizes a compact encoder-decoder framework optimized to minimize structural discrepancies through an adaptive loss function, ensuring high fidelity reconstruction with reduced artifacts. Extensive evaluations on diverse datasets demonstrate ED$^2$’s superior perceptual quality, achieving Structural Similarity Index (SSIM) values of 80–90$\%$ even for inputs with up to 75$\%$ missing information. Furthermore, our approach enhances edge continuity, geometric consistency, and shape plausibility, outperforming state-of-the-art models such as GAN*, SketchGAN*, and U-Net* in both visual realism and computational efficiency. The model’s lightweight design enables real-time deployment in image inpainting, sketch-based design, and augmented reality applications, making it well-suited for resource-constrained systems. By bridging the gap between efficiency and perceptual quality, ED$^2$ sets a new benchmark for robust and scalable shape completion in image processing.
DOI: 10.15468/dl.x2a2w8
title: Occurrence Download

description: A dataset containing 74791 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Procambarus clarkii (Girard, 1852)"
 ]
}

 The dataset includes 74791 records from 542 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022259-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ew3e9s
title: Occurrence Download

description: A dataset containing 13715 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbario Museo de La Salle Bogotá (BOG)"
 ]
}

 The dataset includes 13715 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044059-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qsqxq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens spathulata Y.X.Xiong"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252751-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qf7cfs
title: Occurrence Download

description: A dataset containing 955619 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus (Linnaeus, 1766), Myocastor coypus (Molina, 1782))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 955619 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254793-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vz6k5
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Limenitis moltrechti Kardakoff, 1928",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065674-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gn8j4k
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aloe lutescens Groenew."
 ]
}

 The dataset includes 52 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021653-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2afwb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens spathulifera H.Perrier"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252752-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thyfj3
title: Occurrence Download

description: A dataset containing 1852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Human Observation)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mephitidae",
 "Year 1990-2023"
 ]
}

 The dataset includes 1852 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254828-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkrhwu
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Limenitis homeyeri Tancré, 1881",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065672-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h98a7p
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muhlenbergia jaime-hintonii P.M.Peterson & Valdés-Reyna"
 ]
}

 The dataset includes 25 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044067-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vudx8f
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens spirifer Hook.fil. & Thomson"
 ]
}

 The dataset includes 75 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252753-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gh4eu5
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isachne sikkimensis Bor"
 ]
}

 The dataset includes 26 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254831-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6hgk3
title: Occurrence Download

description: A dataset containing 90124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus rubra L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year 1990-2020"
 ]
}

 The dataset includes 90124 records from 625 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252754-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrj7pc
title: Occurrence Download

description: A dataset containing 3008 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Murray-Darling Basin waterbird survey"
 ]
}

 The dataset includes 3008 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065683-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnkrr7
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Bulbostylis scabra (J.Presl & C.Presl) C.B.Clarke"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021654-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.894u27
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isachne smitinandiana A.Camus"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254832-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8j5xre
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus rysophylla Weath.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year 1990-2020"
 ]
}

 The dataset includes 202 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252757-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6n5cyz
title: Occurrence Download

description: A dataset containing 288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanargia epimede Staudinger, 1887",
 "HasCoordinate is true"
 ]
}

 The dataset includes 288 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065684-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzkewn
title: Occurrence Download

description: A dataset containing 2969 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Penstemon rostriflorus Kellogg"
 ]
}

 The dataset includes 2969 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068533-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5p8sc9
title: Occurrence Download

description: A dataset containing 309 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isachne rigens (Sw.) Trin."
 ]
}

 The dataset includes 309 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254819-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ar2qvw
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens stuhlmannii Warb."
 ]
}

 The dataset includes 380 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252761-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxjvve
title: Occurrence Download

description: A dataset containing 1826 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muhlenbergia huegelii Trin."
 ]
}

 The dataset includes 1826 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044057-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxhah8
title: Occurrence Download

description: A dataset containing 25800 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Limenitis populi (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25800 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065675-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yuscm5
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isachne surgens Jansen"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254834-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ncwe2p
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens subabortiva H.Perrier"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252762-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q5kmbj
title: Occurrence Download

description: A dataset containing 453224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spatula clypeata (Linnaeus, 1758))",
 "HasCoordinate is true",
 "DecimalLatitude is greater than or equal to 29.93667",
 "DecimalLatitude is less than or equal to 51.91193",
 "DecimalLongitude is greater than or equal to -14.67522",
 "DecimalLongitude is less than or equal to 39.79752",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 453224 records from 317 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044070-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1139382.10fu
title: SH1139382.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1139384.10fu
title: SH1139384.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1139386.10fu
title: SH1139386.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1139387.10fu
title: SH1139387.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1139388.10fu
title: SH1139388.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1139391.10fu
title: SH1139391.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1139393.10fu
title: SH1139393.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.