cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3gzjf3
title: Occurrence Download

description: A dataset containing 1328673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1328673 records from 318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012893-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1964994/2364386
title: Data for EMSL Project 49229 from March 2020
DOI: 10.15468/dl.7cmxaq
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phellolophium madagascariense Baker"
 ]
}

 The dataset includes 137 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091330-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-04.1979111/2364387
title: Data for EMSL Project 49229 from April 2020
DOI: 10.15468/dl.3zmn5j
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acaulimalva pazensis Krapov."
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008716-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fiup9l
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies Mill.",
 "Country is India",
 "Geometry POLYGON((52.56 12.19,52.56 42.73,107.67 42.73,107.67 12.19,52.56 12.19))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012893-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnsnwu
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Micrurus browni Schmidt & Smith, 1943"
 ]
}

 The dataset includes 332 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091286-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1958695/2364388
title: Data for EMSL Project 49229 from March 2020
DOI: 10.15468/dl.aiodk1
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gekko gigante Brown & Alcala, 1978"
 ]
}

 The dataset includes 44 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012893-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se5yr5
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agapetes auriculata (Griff.) Benth. & Hook.fil."
 ]
}

 The dataset includes 10 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019681-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrx5xj
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carpinus dayongiana K.W.Liu & Q.Z.Lin"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091368-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1958370/2364389
title: Data for EMSL Project 49229 from March 2020
DOI: 10.15468/dl.1andur
title: Occurrence Download

description: A dataset containing 1083 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia cochliacantha Humb. & Bonpl. ex Willd."
 ]
}

 The dataset includes 1083 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012893-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfze9a
title: Occurrence Download

description: A dataset containing 1535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scincella assata (Cope, 1864)"
 ]
}

 The dataset includes 1535 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019664-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-04.1980293/2364390
title: Data for EMSL Project 49229 from April 2020
DOI: 10.15468/dl.bnvy8h
title: Occurrence Download

description: A dataset containing 95775 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelecanus onocrotalus Linnaeus, 1758"
 ]
}

 The dataset includes 95775 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091305-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4aqhx
title: Occurrence Download

description: A dataset containing 436675 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea jacea L."
 ]
}

 The dataset includes 436675 records from 1584 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091344-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qy5uby
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Panthera onca"
 ]
}

 The dataset includes 246 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011278-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17144135
title: MAFLD in Egyptian non-dialysis CKD patients
DOI: 10.5281/zenodo.17144136
title: MAFLD in Egyptian non-dialysis CKD patients
DOI: 10.15468/dl.68cxtf
title: Occurrence Download

description: A dataset containing 29077 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Year is 1961"
 ]
}

 The dataset includes 29077 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011279-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/616a4c9545e7b57eb1383af2f1e4c7a8
title: GRIME AI Water Segmentation Model for the USGS Lake Serene at Edgewood Camera Monitoring Site, MD, 2022-2024

description: Ground-based observations from fixed-mount cameras have the potential to fill an important role in environmental sensing, including direct measurement of water levels and qualitative observation of ecohydrological research sites. All of this is theoretically possible for anyone who can install a trail camera. Easy acquisition of ground-based imagery has resulted in millions of environmental images stored, some of which are public data, and many of which contain information that has yet to be used for scientific purposes. The goal of this project was to develop and document key image processing and machine learning workflows, primarily related to semi-automated image labeling, to increase the use and value of existing and emerging archives of imagery that is relevant to ecohydrological processes.
 
 This data package includes imagery, annotation files, water segmentation model and model performance plots, and model test results (overlay images and masks). 
 
 All imagery was acquired from the USGS Hydrologic Imagery Visualization and Information System (HIVIS; see https://apps.usgs.gov/hivis/camera/MD_Lake_Serene_at_Edgewood for this specific data set) and/or the National Imagery Management System (NIMS) API.
 
 Water segmentation models were created by tuning the open-source Segment Anything Model 2 (SAM2, https://github.com/facebookresearch/sam2) using images that were annotated by team members on this project. The models were trained on the "water" annotations, but annotation files may include additional labels, such as "snow", "sky", and "unknown". 
 
 Image annotation was done in Computer Vision Annotation Tool (CVAT) and exported in COCO format (.json).
 
 All model training and testing was completed in GaugeCam Remote Image Manager Educational Artificial Intelligence (GRIME AI) software (Version: Beta 16). Model performance plots were automatically generated during this process.
 
 This project was conducted in 2023-2025 by collaborators at the University of Nebraska-Lincoln, University of Nebraska at Kearney, and the U.S. Geological Survey.
 
 This material is based upon work supported by the U.S. Geological Survey under Grant/Cooperative Agreement No. G23AC00141-00. The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the opinions or policies of the U.S. Geological Survey. Mention of trade names or commercial products does not constitute their endorsement by the U.S. Geological Survey.
 
 We gratefully acknowledge graduate student support from Daugherty Water for Food Global Institute at the University of Nebraska.
DOI: 10.5281/zenodo.17144147
title: Dataset of the manuscript entitled "Diagnosis, Management, and Prevention of Bronchiolitis in Primary Care: A Survey of Italian Family Paediatricians"
DOI: 10.48577/jpl.xc5awi
title: Contamination Control Approach for NEOS, a Passively Cooled Cryogenic Mission

description: No abstract available.
DOI: 10.15468/dl.eszbkn
title: Occurrence Download

description: A dataset containing 8755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Strepsiptera"
 ]
}

 The dataset includes 8755 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011280-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48577/jpl.prejgp
title: Model validation and tolerancing of scalar vortex masks in the High Contrast Imaging Testbed facility

description: No abstract available.
DOI: 10.15468/dl.68kgky
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malcolmia africana",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011281-250914085247600/datasets/export for details.
DOI: 10.15468/dl.bdgpjd
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Puma concolor"
 ]
}

 The dataset includes 121 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011284-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ed9xt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malcolmia africana",
 "Country is North Macedonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011283-250914085247600/datasets/export for details.
DOI: 10.15468/dl.g5urgr
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.85562 -6.86075,-75.57818 -6.86075,-75.57818 -3.95138,-82.85562 -3.95138,-82.85562 -6.86075))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crepidula arenata"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011285-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7fg9h
title: Occurrence Download

description: A dataset containing 34922815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Occurrence evidence)",
 "CoordinateUncertaintyInMeters 0.0-50000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN, VU, NT, EW)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Animalia, Plantae)",
 "Year is greater than or equal to 1995"
 ]
}

 The dataset includes 34922815 records from 12085 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011239-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5685eq
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agave americana var. oaxacensis Gentry"
 ]
}

 The dataset includes 86 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000653-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpcbxb
title: Occurrence Download

description: A dataset containing 208476276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-118.69004 11.52098,-85.36213 11.52098,-85.36213 34.08819,-118.69004 34.08819,-118.69004 11.52098))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 208476276 records from 3663 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000633-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/nbx-82d-03d
title: Saxifraga hirculus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbx-f1w-s3b
title: Alchemilla glomerulans Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbx-jy2-ypf
title: Eriophorum gracile Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbx-pq4-lbr
title: Ribes nigrum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbx-rj3-2d7
title: Carex acutiformis Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbx-wjn-5gf
title: Eriophorum scheuchzeri Hoppe

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbx-xac-2ge
title: Juncus effusus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nby-4jq-vs7
title: Spinulum annotinum (L.) A. Haines

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nby-b7m-x0m
title: Sibbaldia procumbens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nby-mr2-j9r
title: Betula pubescens x subsp. czerepanovii × subsp. pubescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nby-rnw-k6t
title: Arenaria serpyllifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nby-smk-jsg
title: Cerastium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nby-vkv-ey5
title: Avenula pubescens (Huds.) Dumort.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nby-xfr-6x0
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbz-5lv-2q3
title: Bromus secalinus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbz-8zh-rb4
title: Cerastium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbz-9lh-2pc
title: Barbarea stricta Andrz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbz-fzh-g8b
title: Dryopteris cristata (L.) A. Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbz-y9w-n6q
title: Plantago lanceolata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc0-0hy-bcw
title: Linum catharticum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc0-75b-xp7
title: Carex spicata Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc0-9fy-6ag
title: Montia fontana subsp. fontana

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc0-bhx-qx5
title: Vicia tetrasperma (L.) Schreb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc0-jl1-w3c
title: Poa nemoralis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc0-rf6-9l9
title: Carex loliacea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc0-x5q-0g5
title: Calamagrostis lapponica (Wahlenb.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc1-c1y-5f7
title: Selaginoides spinulosa (A. Braun ex Döll) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc1-faf-1cb
title: Vicia hirsuta (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc1-jb3-pqy
title: Rubus chamaemorus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc1-l62-8rs
title: Carex macloviana d'Urv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc1-p1q-ytf
title: Dianthus deltoides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc1-p9c-5t4
title: Cardamine pratensis subsp. dentata (Schult.) Celak.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc1-v0z-dmq
title: Milium effusum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc2-05m-j12
title: Oreojuncus trifidus (L.) Záv. Drábk. & Kirschner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc2-9bc-tap
title: Dryopteris Adans.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc0-xab-h00
title: Lathyrus palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc2-9ta-gwg
title: Silene latifolia subsp. alba (Mill.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc1-dpv-llt
title: Chrysosplenium alternifolium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc1-ng3-kyd
title: Arabidopsis × suecica (Fr.) Norrl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nc3-08v-ypm
title: Betula nana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18004937
title: Grapevine leaf lobe detection model

description: From the segmented RGB mask of a leaf, full vein prediction mask, primary vein prediction mask, midvein prediction mask, and the predicted coordinate of the petiolar junction, a pixel segmentation model that classifies the blade of the leaf as the midvein lobe, distal lobes, proximal lobes, or primary vasculature. (Note that transformations on the training data are recorded in the folder of the full vein prediction model.)

The following is a summary showing the relationship of this model to others:

Segmentation of RGB leaf masks



LEAF_SEGMENTATION: https://zenodo.org/records/16883916

FINAL_MASKS: https://zenodo.org/records/16883403


Segmentation of full vein mask



Vein segmentation of pre-segmented grapevine leaves using the radial Euler Characteristic Transform: https://zenodo.org/records/17741713


Segmentation of primary veins



Primary vein segmentation in grapevine leaves: https://zenodo.org/records/17881166


Segmentation of midvein



Midvein segmentation of grapevine leaves: https://zenodo.org/records/18005383


Gaussian heatmap estimation of petiolar junction coordinate



Grapevine leaf petiolar junction detection: https://zenodo.org/records/17922822


Segmentation of midvein, distal, and proximal lobes



Grapevine leaf lobe detection model: https://zenodo.org/records/18004938