cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8wh4n6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Unio ravoisieri Deshayes, 1848",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112537-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d87pd7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Rosa tomurensis, a new species of Rosa (Rosaceae) from China"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112536-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzda96
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Rosa tomurensis, a new species of Rosa (Rosaceae) from China"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112535-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5vr9n
title: Occurrence Download

description: A dataset containing 624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphipoda"
 ]
}

 The dataset includes 624 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112539-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qme3uy
title: Occurrence Download

description: A dataset containing 3869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotriton asper (Dugès, 1852)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 3869 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112538-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hq4qq
title: Occurrence Download

description: A dataset containing 161835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Raphanus raphanistrum L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 161835 records from 1460 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112527-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uw69m5
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mormodes speciosa Linden ex Lindl. & Paxton"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183438-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sekakx
title: Occurrence Download

description: A dataset containing 345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Azolla caroliniana Willd.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 345 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150215220751508/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbqzsy
title: Occurrence Download

description: A dataset containing 21164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((147.73251 -5.2171,149.21351 -6.98417,152.01395 -6.12814,153.01026 -5.00254,152.39093 -3.84814,150.20982 -3.82127,149.05194 -5.19029,147.73251 -5.2171))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 21164 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058717-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39xdmn
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "Geometry POLYGON((-98.5 18.83,-97.33 18.83,-97.33 20.67,-98.5 20.67,-98.5 18.83))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates johni (Blair, 1965)"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183439-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r37hwp
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oncidium hallii (Lindl.) Beer"
 ]
}

 The dataset includes 144 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183440-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehni7c
title: Occurrence Download

description: A dataset containing 119956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perdix perdix (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 119956 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150306150734599/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvoto6
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kaloula borealis (Barbour, 1908)"
 ]
}

 The dataset includes 575 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000818-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftcrfk
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba sakuraii Makino"
 ]
}

 The dataset includes 219 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183724-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vxwqg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cailloma lucidula (Ulmer, 1909)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157068-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zca18b
title: Occurrence Download

description: A dataset containing 216825 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliophyta",
 "Geometry POLYGON((11.6 -8,11.6 -18,52 -18,52 -8,11.6 -8))"
 ]
}

 The dataset includes 216825 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150311145101897/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cs3xtu
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paepalanthus caparoensis Ruhland"
 ]
}

 The dataset includes 104 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183441-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dp9g4s
title: Occurrence Download

description: A dataset containing 20452 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mauremys Ritgen, 1828"
 ]
}

 The dataset includes 20452 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003723-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j1u8cb
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia constricta A.Gray",
 "HasCoordinate is true",
 "Country is Mexico"
 ]
}

 The dataset includes 322 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkmccp
title: Occurrence Download

description: A dataset containing 963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Limaria hians (Gmelin, 1791)"
 ]
}

 The dataset includes 963 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157083-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4saope
title: Occurrence Download

description: A dataset containing 619968 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus Lheritier, 1789"
 ]
}

 The dataset includes 619968 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbguhy
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Helicopsyche obscura",
 "TaxonKey is Cailloma lucidula (Ulmer, 1909)"
 ]
 }
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157090-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5cc69
title: Occurrence Download

description: A dataset containing 5532 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Virginia and Maryland Sea Turtle Research and Conservation Initiative Aerial Survey Sightings, May 2011 through July 2013"
 ]
}

 The dataset includes 5532 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006977-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gx9wws
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Geomys personatus streckeri Davis, 1943",
 "Year 1950-2021"
 ]
}

 The dataset includes 46 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157093-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lpgxlm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucanthemum waldsteinii (Sch.Bip.) Pouzar",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgq3a6
title: Occurrence Download

description: A dataset containing 1632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "GadmGid is CAN.11.20_1",
 "TaxonKey is Bombus Latreille, 1802"
 ]
}

 The dataset includes 1632 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000598-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddy99k
title: Occurrence Download

description: A dataset containing 408096 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Malaysia"
 ]
}

 The dataset includes 408096 records from 538 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t85q37
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Smicridea peruana (Martynov, 1912)"
 ]
}

 The dataset includes 94 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157109-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9vemn
title: Occurrence Download

description: A dataset containing 1739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chitonida",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1739 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006970-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgpilh
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arius guatemalensis Günther, 1864"
 ]
}

 The dataset includes 28 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000818-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvidde
title: Occurrence Download

description: A dataset containing 33632 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Magnoliophyta",
 "TaxonKey is Pinophyta"
 ]
 },
 "Country is Ecuador",
 "Geometry POLYGON((-77.250366 0.230712,-77.453613 0.302122,-77.585449 0.302122,-77.722778 0.120849,-77.794189 -0.142822,-77.860107 -0.428462,-77.887573 -0.609729,-77.898559 -0.730571,-77.975463 -0.922811,-77.991943 -1.120534,-78.074340 -1.285292,-77.810668 -1.422583,-77.459106 -1.268817,-77.294311 -0.966750,-77.063598 -0.554800,-77.091064 -0.170287,-77.140502 0.137328,-77.250366 0.230712))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Elevation is less than or equal to 2900.0m"
 ]
}

 The dataset includes 33632 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150527152214153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvyseh
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peperomia nudicaulis C.DC."
 ]
}

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183442-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6s8mw6
title: Occurrence Download

description: A dataset containing 809498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amazona Lesson, 1830"
 ]
}

 The dataset includes 809498 records from 403 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006981-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aiczls
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The New York Botanical Garden Herbarium (NY)",
 "TaxonKey is Libidibia ferrea (Mart. ex Tul.) L.P.Queiroz"
 ]
}

 The dataset includes 65 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000818-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yij8qo
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tolpis glabrescens Kämmer",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93zk39
title: Occurrence Download

description: A dataset containing 246253 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Waterbird census in Spain"
 ]
}

 The dataset includes 246253 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013059-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpj4f7
title: Occurrence Download

description: A dataset containing 19293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Globorotalia menardii (d'Orbigny, 1865)",
 "Geometry POLYGON((-101.953125 67.339860,-101.953125 -67.609220,31.640625 -67.609220,31.640625 67.339860,-101.953125 67.339860))"
 ]
}

 The dataset includes 19293 records from 464 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-150805223722583/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25394/pgs.28783928
title: Enhancing the Robustness of Vehicle Re-Identification in Intelligent Transportation Systems

description: Vehicle Re-identification (ReID) is a critical component of Intelligent Transportation Systems (ITS), enabling effective traffic management and law enforcement. However, achieving robust and efficient ReID remains challenging due to the significant variability in vehicle appearances and environmental conditions. This thesis addresses these challenges and makes several key contributions to enhance robustness, accuracy, and efficiency in vehicle ReID.<br>We developed a comprehensive data set generation pipeline that uses vehicle detection algorithms with confidence scores to select optimal Regions of Interest (ROI) for image cropping. This ensures high-quality datasets tailored for ReID tasks. Comprehensive experiments demonstrated that our designed ROIs can significantly improve vehicle ReID accuracy and tracking performance. Furthermore, we created a unique dataset that combines images from highway cameras and drone footage captured across nine pairs of weaving areas, enriching the diversity of the data and enabling robust model training.<br>To enhance robustness in real-world scenarios, we conducted an aspect ratio analysis and demonstrated that Vision Transformer (ViT)-based ReID models can achieve improved robustness when trained with varying aspect ratios. This approach effectively addresses challenges arising from diverse vehicle shapes and imaging conditions. We incorporated a mixup method applied at the patch level during the ViT’s conversion of images into patches—using spatial attention weights as guidance—and adopted non-uniform strides to more accurately match the inherent aspect ratios of objects. Finally, we proposed a dynamic feature fusion ReID network to further improve model robustness. Our method achieved a 10\% improvement in mean average precision (mAP) on the VehicleID dataset, surpassing existing state-of-the-art methods.<br><br>Furthermore, to address the domain generalization challenge in ReID - where models trained on urban road data struggle to generalize to highway data - we proposed a novel framework to bridge this gap, improving cross-domain performance in vehicle ReID. This work builds upon an existing framework that combines image-level and feature-level disentanglement for improved generalization.We leveraged Conditional Value at Risk (CVaR) to boost robustness and employed a loss landscape smoothing technique—commonly known as sharpness-aware minimization—to foster improved generalization, our approach achieved a 3\% improvement in mAP compared to baseline, setting a new benchmark in cross-domain ReID.Together, these innovations address key challenges in vehicle ReID, providing a pathway to improved accuracy, robustness, and efficiency, and positioning this work as a valuable contribution to real-world ITS applications.<br>
DOI: 10.15468/dl.5ymwdr
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine carnosa Waldst. & Kit."
 ]
}

 The dataset includes 76 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061012-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.