cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18738/t8/uoes4s/vsr0yx
title: Vid2RealPhase2_P16_vlp16_000187.bin
DOI: 10.18738/t8/uoes4s/a5k1bc
title: Vid2RealPhase2_P16_vlp16_000180.bin
DOI: 10.18738/t8/uoes4s/mnxc5g
title: Vid2RealPhase2_P16_vlp16_000246.bin
DOI: 10.18738/t8/uoes4s/pyuxjq
title: Vid2RealPhase2_P16_vlp16_000075.bin
DOI: 10.18738/t8/uoes4s/t6g6un
title: Vid2RealPhase2_P16_vlp16_000362.bin
DOI: 10.18738/t8/uoes4s/vovhlx
title: Vid2RealPhase2_P16_vlp16_000414.bin
DOI: 10.18738/t8/uoes4s/6inh7p
title: Vid2RealPhase2_P16_vlp16_000310.bin
DOI: 10.18738/t8/uoes4s/k2cxzr
title: Vid2RealPhase2_P16_vlp16_000007.bin
DOI: 10.18738/t8/uoes4s/kzea6r
title: Vid2RealPhase2_P16_vlp16_000299.bin
DOI: 10.18738/t8/uoes4s/egwmyo
title: Vid2RealPhase2_P16_vlp16_000123.bin
DOI: 10.18738/t8/uoes4s/zgda6v
title: Vid2RealPhase2_P16_vlp16_000248.bin
DOI: 10.18738/t8/uoes4s/3cyqfw
title: Vid2RealPhase2_P16_vlp16_000234.bin
DOI: 10.18738/t8/uoes4s/9ges9i
title: Vid2RealPhase2_P16_vlp16_000124.bin
DOI: 10.18738/t8/uoes4s/onjhha
title: Vid2RealPhase2_P16_vlp16_000317.bin
DOI: 10.18738/t8/uoes4s/rttbpk
title: Vid2RealPhase2_P16_vlp16_000233.bin
DOI: 10.18738/t8/uoes4s/2wjwzl
title: Vid2RealPhase2_P16_vlp16_000158.bin
DOI: 10.18738/t8/uoes4s/8shqrq
title: Vid2RealPhase2_P16_vlp16_000000.bin
DOI: 10.18738/t8/uoes4s/tijipz
title: Vid2RealPhase2_P16_vlp16_000189.bin
DOI: 10.18738/t8/uoes4s/xuciaq
title: Vid2RealPhase2_P16_vlp16_000101.bin
DOI: 10.18738/t8/uoes4s/byl4kn
title: Vid2RealPhase2_P16_vlp16_000088.bin
DOI: 10.18738/t8/uoes4s/scjkw6
title: Vid2RealPhase2_P16_vlp16_000438.bin
DOI: 10.18738/t8/uoes4s/slqdmm
title: Vid2RealPhase2_P16_vlp16_000216.bin
DOI: 10.18738/t8/uoes4s/hobpe5
title: Vid2RealPhase2_P16_vlp16_000059.bin
DOI: 10.18738/t8/uoes4s/quie8e
title: Vid2RealPhase2_P16_vlp16_000332.bin
DOI: 10.18738/t8/uoes4s/iutbjr
title: Vid2RealPhase2_P16_vlp16_000025.bin
DOI: 10.18738/t8/uoes4s/o5u7av
title: Vid2RealPhase2_P16_vlp16_000444.bin
DOI: 10.18738/t8/uoes4s/daaokf
title: Vid2RealPhase2_P16_vlp16_000443.bin
DOI: 10.18738/t8/uoes4s/krmjo5
title: Vid2RealPhase2_P16_vlp16_000335.bin
DOI: 10.18738/t8/uoes4s/3lpqvg
title: Vid2RealPhase2_P16_vlp16_000106.bin
DOI: 10.18738/t8/uoes4s/fd4nyw
title: Vid2RealPhase2_P16_vlp16_000022.bin
DOI: 10.18738/t8/uoes4s/mzpgtz
title: Vid2RealPhase2_P16_vlp16_000211.bin
DOI: 10.18738/t8/uoes4s/egyyri
title: Vid2RealPhase2_P16_vlp16_000398.bin
DOI: 10.18738/t8/uoes4s/h1mkzk
title: Vid2RealPhase2_P16_vlp16_000174.bin
DOI: 10.18738/t8/uoes4s/vs9g4r
title: Vid2RealPhase2_P16_vlp16_000349.bin
DOI: 10.15468/dl.8w9zza
title: Occurrence Download

description: A dataset containing 247869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY-NC 4.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Salix alba L."
 ]
}

 The dataset includes 247869 records from 1990 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008020-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.schz5g
title: Occurrence Download

description: A dataset containing 2394 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Coccoloba mollis Casar., Coccoloba paniculata Meisn., Coccoloba polystachya Wedd.)"
 ]
}

 The dataset includes 2394 records from 178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014564-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12675233
title: THE ROLE OF TASK-BASED LANGUAGE TEACHING (TBLT) IN ENHANCING SPEAKING SKILLS

description: Task-Based Language Teaching (TBLT) has emerged as a significant approach in language education, focusing on the use of meaningful tasks to improve learners' language skills. This article examines the role of TBLT in enhancing speaking skills, exploring its theoretical underpinnings, implementation strategies, and effectiveness. A study involving intermediate ESL learners was conducted to evaluate the impact of TBLT on speaking proficiency. Results indicate that TBLT significantly improves learners' fluency, accuracy, and overall confidence in speaking. The discussion addresses the practical implications of these findings for language educators and provides recommendations for optimizing TBLT in classroom settings.
DOI: 10.5281/zenodo.12675234
title: THE ROLE OF TASK-BASED LANGUAGE TEACHING (TBLT) IN ENHANCING SPEAKING SKILLS

description: Task-Based Language Teaching (TBLT) has emerged as a significant approach in language education, focusing on the use of meaningful tasks to improve learners' language skills. This article examines the role of TBLT in enhancing speaking skills, exploring its theoretical underpinnings, implementation strategies, and effectiveness. A study involving intermediate ESL learners was conducted to evaluate the impact of TBLT on speaking proficiency. Results indicate that TBLT significantly improves learners' fluency, accuracy, and overall confidence in speaking. The discussion addresses the practical implications of these findings for language educators and provides recommendations for optimizing TBLT in classroom settings.
DOI: 10.15468/dl.uk8te5
title: Occurrence Download

description: A dataset containing 4383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Averrhoa carambola L."
 ]
}

 The dataset includes 4383 records from 347 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014568-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccwk84
title: Occurrence Download

description: A dataset containing 12726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-168.6 -56.83744,-34.2 -56.83744,-34.2 70.12125,-168.6 70.12125,-168.6 -56.83744))",
 "HasGeospatialIssue is false",
 "TaxonKey is Dermochelys coriacea (Vandelli, 1761)"
 ]
}

 The dataset includes 12726 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014567-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evndjf
title: Occurrence Download

description: A dataset containing 440 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Coccoloba excelsa Benth.)"
 ]
}

 The dataset includes 440 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014569-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uc682
title: Occurrence Download

description: A dataset containing 2113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poncirus trifoliata (L.) Raf."
 ]
}

 The dataset includes 2113 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014571-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkuzzr
title: Occurrence Download

description: A dataset containing 2253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Mexico, Nicaragua, Guatemala, Costa Rica, Honduras, El Salvador, Panama, Belize)",
 "OccurrenceStatus is Present",
 "TaxonKey is Parachromis Agassiz, 1859"
 ]
}

 The dataset includes 2253 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014573-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bf7ry8
title: Occurrence Download

description: A dataset containing 2651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrus maxima (Burm.) Merr."
 ]
}

 The dataset includes 2651 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014574-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3m6ha
title: Occurrence Download

description: A dataset containing 1984 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Triplaris gardneriana Wedd., Triplaris pachau Mart., Triplaris bonplandiana Wedd., Triplaris martiana Fisch. & C.A.Mey., Triplaris riedeliana Fisch. & C.A.Mey., Triplaris tomentosa Wedd., Triplaris matogrossense Brandbyge)"
 ]
}

 The dataset includes 1984 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014572-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg7pet
title: Occurrence Download

description: A dataset containing 2612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrus sinensis (Mill.) Pers., 1806"
 ]
}

 The dataset includes 2612 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014575-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8q5wxx
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrus ×clementina Yu.Tanaka"
 ]
}

 The dataset includes 175 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014577-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12674064
title: yrochat/phd_thesis: v.1.0.1

description: Data from my PhD thesis (2014)
DOI: 10.5281/zenodo.12675277
title: yrochat/phd_thesis: v.1.0.1

description: Data from my PhD thesis (2014)
DOI: 10.5281/zenodo.10976293
title: Data and software for "Rapid downwelling of tracer particles across the boundary layer and into the pycnocline at submesoscale ocean fronts"

description: Lagrangian float data and LES model results
DOI: 10.5281/zenodo.10976294
title: Data and software for "Rapid downwelling of tracer particles across the boundary layer and into the pycnocline at submesoscale ocean fronts"

description: Lagrangian float data and LES model results
DOI: 10.15468/dl.rq845d
title: Occurrence Download

description: A dataset containing 7234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zanthoxylum armatum DC."
 ]
}

 The dataset includes 7234 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014579-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sctiky
title: Occurrence Download

description: A dataset containing 406060 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aquila chrysaetos (Linnaeus, 1758)"
 ]
}

 The dataset includes 406060 records from 361 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016272-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3tqw2
title: Occurrence Download

description: A dataset containing 3527 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Base BOMBINA du Parc Naturel régional Lorraine - Données bibliographique de la base BOMBINA"
 ]
}

 The dataset includes 3527 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011650-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7wxc1
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ficopomatus uschakovi (Pillai, 1960)"
 ]
}

 The dataset includes 98 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015241-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.erzbps
title: Occurrence Download

description: A dataset containing 543 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cucurbita pepo var. pepo"
 ]
}

 The dataset includes 543 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002725-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xor0ya
title: Occurrence Download

description: A dataset containing 7666 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anacardium occidentale L."
 ]
}

 The dataset includes 7666 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018790-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axwdq4
title: Occurrence Download

description: A dataset containing 35364 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratonia siliqua L."
 ]
}

 The dataset includes 35364 records from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019114-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3m9zcf
title: Occurrence Download

description: A dataset containing 1327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Akodon montensis Thomas, 1913"
 ]
}

 The dataset includes 1327 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042371-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qplile
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is La Planète Revisitée - Nouvelle-Calédonie 2016/2017-La Côte oubliée - La Planète Revisitée - Nouvelle-Calédonie 2016"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025317-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2fi2z
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cytisopsis Jaub. & Spach"
 ]
}

 The dataset includes 142 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019115-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmfy86
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-112.37 56.7,-110.68 56.7,-110.68 57.45,-112.37 57.45,-112.37 56.7))",
 "HasCoordinate is true",
 "TaxonKey is Sphagnum L."
 ]
}

 The dataset includes 163 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030128-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdo5z3
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.84048 3.91906,-73.92288 3.66419,-73.82675 3.61759,-73.71689 3.80945,-73.84048 3.91906))",
 "HasCoordinate is true",
 "TaxonKey is Mammalia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 86 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040627-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqyvuc
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Paepalanthus subtilis Miq."
 ]
}

 The dataset includes 204 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089894-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvgbpr
title: Occurrence Download

description: A dataset containing 6547 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "TaxonKey is Celtis australis L."
 ]
}

 The dataset includes 6547 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037740-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbgpqu
title: Occurrence Download

description: A dataset listing the 299 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Carnivora"
 ]
}

 The dataset's 299 records were derived from 755 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049299-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17896356
title: NIR-to-NIR lifetime based thermometry with the thermally elongated luminescence kinetics driven by structural phase transition in LiYO2:Yb3+

description: Dataset for publication: M. T. Abbas, M. Szymczak, V. Kinzhybalo, M. Drozd, L. Marciniak, NIR-to-NIR lifetime based thermometry with the thermally elongated luminescence kinetics driven by structural phase transition in LiYO2:Yb3+, Laser Photonics Rev. 19 (2024) 2401108. DOI: 10.1002/lpor.202401108
DOI: 10.5281/zenodo.17896355
title: NIR-to-NIR lifetime based thermometry with the thermally elongated luminescence kinetics driven by structural phase transition in LiYO2:Yb3+

description: Dataset for publication: M. T. Abbas, M. Szymczak, V. Kinzhybalo, M. Drozd, L. Marciniak, NIR-to-NIR lifetime based thermometry with the thermally elongated luminescence kinetics driven by structural phase transition in LiYO2:Yb3+, Laser Photonics Rev. 19 (2024) 2401108. DOI: 10.1002/lpor.202401108
DOI: 10.5281/zenodo.17871080
title: Floor Plan CIS

description: Floor Plan CIS Dataset

Overview

This dataset contains 500 original, high-resolution floor plan images collected from real estate listings within the Russian Federation and CIS region. These images serve as the source domain data for the research project MitUNet and the associated manuscript arXiv:2512.02413 [https://arxiv.org/abs/2512.02413].

Note: This dataset contains raw images without resizing or pre-applied augmentations. This allows researchers to apply their own preprocessing pipelines suitable for their specific model architectures.

Content & Challenges

The dataset features distinct regional architectural styles that challenge standard segmentation models:Texture-based Material Encoding: Differentiation between load-bearing walls (solid fills) and partition walls (hatching/textures).Non-Manhattan Geometry: Presence of curved walls and angled structures.Semantic Clutter: Heavy presence of dimension lines, text, and furniture outlines overlapping with structural elements.

Dataset Structure & Specifications

Image Format: JPG/PNG (Original resolution, variable dimensions).Preprocessing: None (Images are provided "as is").

Reproduction of MitUNet Results

To reproduce the results reported in the MitUNet paper, the following pipeline should be applied programmatically during training:Resize: Scale images to fixed 512x512 pixels.Augmentations: Apply geometric (rotation, perspective) and photometric (brightness, CLAHE) transformations. We recommend using the `Albumentations` library.Refinement: Ground truth masks in this dataset have already been cleaned (door/window openings subtracted) for better topological consistency.

Citation

If you utilize this dataset, please cite the associated manuscript arXiv:2512.02413.

Please refer to the official arXiv page for the most up-to-date title and citation details (BibTeX):arXiv:2512.02413 [https://arxiv.org/abs/2512.02413].
DOI: 10.5281/zenodo.17871079
title: Floor Plan CIS

description: Floor Plan CIS Dataset

Overview

This dataset contains 500 original, high-resolution floor plan images collected from real estate listings within the Russian Federation and CIS region. These images serve as the source domain data for the research project MitUNet and the associated manuscript arXiv:2512.02413 [https://arxiv.org/abs/2512.02413].

Note: This dataset contains raw images without resizing or pre-applied augmentations. This allows researchers to apply their own preprocessing pipelines suitable for their specific model architectures.

Content & Challenges

The dataset features distinct regional architectural styles that challenge standard segmentation models:Texture-based Material Encoding: Differentiation between load-bearing walls (solid fills) and partition walls (hatching/textures).Non-Manhattan Geometry: Presence of curved walls and angled structures.Semantic Clutter: Heavy presence of dimension lines, text, and furniture outlines overlapping with structural elements.

Dataset Structure & Specifications

Image Format: JPG/PNG (Original resolution, variable dimensions).Preprocessing: None (Images are provided "as is").

Reproduction of MitUNet Results

To reproduce the results reported in the MitUNet paper, the following pipeline should be applied programmatically during training:Resize: Scale images to fixed 512x512 pixels.Augmentations: Apply geometric (rotation, perspective) and photometric (brightness, CLAHE) transformations. We recommend using the `Albumentations` library.Refinement: Ground truth masks in this dataset have already been cleaned (door/window openings subtracted) for better topological consistency.

Citation

If you utilize this dataset, please cite the associated manuscript arXiv:2512.02413.

Please refer to the official arXiv page for the most up-to-date title and citation details (BibTeX):arXiv:2512.02413 [https://arxiv.org/abs/2512.02413].