cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.duj4gf
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031074-250811113504898/datasets/export for details.
DOI: 10.15468/dl.58wfka
title: Occurrence Download

description: A dataset containing 37303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Scutellaria minor"
 ]
}

 The dataset includes 37303 records from 622 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031070-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9j6y7
title: Occurrence Download

description: A dataset containing 13623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morone saxatilis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13623 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031075-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/wzxmdh
title: Cooperation in a Dynamic Fishing Game: A Framed Field Experiment. American Economic Review: Papers and Proceedings_data

description: Excel file with data of the paper "Noussair, C. N., van Soest, D., and Stoop, J. (2015). &lt;a href="https://www.aeaweb.org/articles?id=10.1257/aer.p20151018"&gt;Cooperation in a Dynamic Fishing Game: A Framed Field Experiment.&lt;/a&gt; &lt;i&gt;American Economic Review: Papers and Proceedings&lt;/i&gt;, 105(5), 408-13.".&lt;div&gt;&lt;br&gt;&lt;/div&gt;&lt;div&gt;It contains all the variables that were used in this paper.&lt;/div&gt;
description: This entry is a one-file data package totaling 50.5 KB, containing a file in .xls format.If you use this dataset, please cite: Stoop, Jan; Noussair, Charles N.; van Soest, Daan (2021). Cooperation in a Dynamic Fishing Game: A Framed Field Experiment. American Economic Review: Papers and Proceedings_data. Erasmus University Rotterdam (EUR). Dataset. https://doi.org/10.25397/eur.14636448
DOI: 10.7910/dvn/dkuwfs
title: RCSB PDB 5GGS: PD-1 in complex with pembrolizumab Fab, 298K, 25°C, 500 ns: random seed #3

description: RCSB PDB 5GGS: PD-1 in complex with pembrolizumab Fab, 298K, 25°C, 500 ns: random seed #3. PDBs were obtained every 50 ns.
DOI: 10.21979/n9/vypj0o
title: Efficient Diffusion Model for Image Restoration by Residual Shifting

description: While diffusion-based image restoration (IR) methods have achieved remarkable success, they are still limited by the low inference speed attributed to the necessity of executing hundreds or even thousands of sampling steps. Existing acceleration sampling techniques, though seeking to expedite the process, inevitably sacrifice performance to some extent, resulting in over-blurry restored outcomes. To address this issue, this study proposes a novel and efficient diffusion model for IR that significantly reduces the required number of diffusion steps. Our method avoids the need for post-acceleration during inference, thereby avoiding the associated performance deterioration. Specifically, our proposed method establishes a Markov chain that facilitates the transitions between the high-quality and low-quality images by shifting their residuals, substantially improving the transition efficiency. A carefully formulated noise schedule is devised to flexibly control the shifting speed and the noise strength during the diffusion process. Extensive experimental evaluations demonstrate that the proposed method achieves superior or comparable performance to current state-of-the-art methods on three classical IR tasks, namely image super-resolution, image inpainting, and blind face restoration, even only with four sampling steps.
DOI: 10.34894/ywt2ix
title: Historical Data: International monthly government bond returns

description: &lt;p&gt;Academics and research analysts in financial economics frequently use returns on government bonds for their empirical analyses. In the United States, government bonds are also called Treasury bonds. The Federal Reserve publishes the yield-to-maturity of Treasury bonds. However, the Treasury bond returns earned by investors are not publicly available. The purpose of this study is to provide these currently not publicly available return series and provide formulas such that these series can easily be updated by researchers. We use standard textbook formulas to convert the yield-to-maturity data to investor returns. The starting date of our series is January 1962, when end-of-month data on the yield-to-maturity become publicly available. We compare our newly created total return series with alternative series that can be purchased. Our return series are very close, suggesting that they are a high-quality public alternative to commercially available data.&lt;/p&gt;
&lt;p&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;This data set calculates monthly returns for:&lt;/p&gt;
&lt;p&gt;United States (starting 1947)&lt;/p&gt;
&lt;p&gt;Germany (starting 1972)&lt;/p&gt;
&lt;p&gt;Japan (starting 1974)&lt;/p&gt;
&lt;p&gt;Australia (starting 1969)&lt;br&gt;
France (starting 1987)&lt;/p&gt;
&lt;p&gt;Canada (starting 1986)&lt;/p&gt;
&lt;p&gt;UK (starting 1970)&lt;/p&gt;
&lt;p&gt;Norway (starting 1921)&lt;/p&gt;
&lt;p&gt;Sweden (starting 1920)&lt;br&gt;
&lt;/p&gt;
&lt;p&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;Data updated unitl December 2022.&lt;/p&gt;
&lt;p&gt;&lt;br&gt;&lt;/p&gt;
description: This entry is a two-file data package totaling 1.0 MB, containing files in .pdf and .ods formats.If you use this dataset, please cite: Swinkels, Laurens (2019). Historical Data: International monthly government bond returns. Erasmus University Rotterdam (EUR). Dataset. https://doi.org/10.25397/eur.8152748
DOI: 10.5281/zenodo.14591040
title: Non-redundant and high-quality fungal genomes
DOI: 10.5281/zenodo.14591041
title: Non-redundant and high-quality fungal genomes
DOI: 10.15468/dl.8ug888
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031076-250811113504898/datasets/export for details.
DOI: 10.21227/w2gr-xp79
title: "Hire Wacky World"

description: "Welcome to Wacky World Inflatable Hire, your trusted partner for inflatable fun in Preston, Lancashire! We specialize in providing a wide variety of bouncy castles and inflatable attractions that are perfect for any event, from birthday parties to corporate gatherings. Our goal is to create a vibrant atmosphere filled with laughter and joy, ensuring that your event is a memorable one.At Wacky World, we prioritize safety and cleanliness. Each inflatable is regularly inspected and sanitized to guarantee a safe environment for all guests. Our dedicated team is here to assist you with every detail, making the booking and setup process as smooth as possible. Join us in creating a Wacky World of fun at your next celebration!"
DOI: 10.15468/dl.62nb7p
title: Occurrence Download

description: A dataset containing 141743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "TaxonKey is Myocastor coypus",
 "Year 1950-2025",
 "HasCoordinate is true"
 ]
}

 The dataset includes 141743 records from 1763 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030995-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15259021
title: Data for the manuscript: An approach for coherent periodogram averaging of tilt-series data for improved contrast transfer function estimation

description: Data for the manuscript: An approach for coherent periodogram averaging of tilt-series data for improved contrast transfer function estimation.

This dataset contains:

1. The raw tilt-series data for carbon images as a TOMOMAN minimal project. 

2. The periodogram averages and CTFFIND4 fits from Fig 2 in the manuscript. 

3. The half maps and sharpened, filtered maps from Fig 3.
DOI: 10.5281/zenodo.15259022
title: Data for the manuscript: An approach for coherent periodogram averaging of tilt-series data for improved contrast transfer function estimation

description: Data for the manuscript: An approach for coherent periodogram averaging of tilt-series data for improved contrast transfer function estimation.

This dataset contains:

1. The raw tilt-series data for carbon images as a TOMOMAN minimal project. 

2. The periodogram averages and CTFFIND4 fits from Fig 2 in the manuscript. 

3. The half maps and sharpened, filtered maps from Fig 3.
DOI: 10.3535/17n-thg-h6t
title: Melonis affinis (Reuss, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f2k-rqs-mtk
title: Spiroloculina canaliculata d'Orbigny, 1846

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gb9-78x-dm9
title: Archaias angulatus (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d8s-967-tzj
title: Cytherella (Cytherella) Jones, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rwy-q1e-tdq
title: Paracypris Sars, 1866

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zbl-bmc-r5c
title: Cythereis (Cythereis) Jones, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/926-pc2-8st
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tsw-a17-fbh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3a0-pma-28f
title: Miliolinella webbiana (d'Orbigny, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rlq-8ns-pg1
title: Pullenia Parker & Jones in Carpenter et al., 1862

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2cd-gf3-7zy
title: †Marssonella oxycona (Reuss, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m0l-k7d-tnv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/183-fgr-df1
title: †Dorothia pupa (Reuss, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bgf-byr-8t2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5fl-3g6-gy4
title: †Rhabdammina agglutissima Hofker, 1972

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bkv-gy0-lmz
title: Heterostegina depressa d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yym-9h4-mjf
title: Globothalamea Pawlowski, Holzmann & Tyszka, 2013

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c2k-b09-3kc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lab-ygg-ez6
title: Rotorbinella Bandy, 1944

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nad-7t6-43t
title: †Orbitolites complanata Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/26v-cwy-l60
title: †Cibicidoides proprius (Brotzen, 1948)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v4h-0xw-s69
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/26n-77q-8fn
title: Soritidae Ehrenberg, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ng-zhf-ahj
title: †Cytherella ovata (Roemer, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kwh-y5b-r9w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l41-p4v-2e4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l4g-lm9-w3s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v40-g4j-zjx
title: Orbulina universa d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y9z-wc9-9pf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ftd-9w4-2t7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qvs-fe5-g77
title: Sphincterochila Ancey, 1887

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ly5-hn8-2r6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y79-fsg-cgz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1tz-h54-dkh
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zrn-t7a-yws
title: †Omphalocyclus macroporus (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hnl-by7-m7m
title: Cytherella (Cytherella) Jones, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gak-4hb-zrc
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hga-jb8-pcl
title: †Henryhowella asperrima (Reuss, 1850) Bold, 1960

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/485-3rs-e55
title: Xestoleberis (Xestoleberis) Sars, 1866

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hla-ehe-2s8
title: Apodemus sylvaticus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.grxdtu
title: Occurrence Download

description: A dataset containing 337803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is May",
 "TaxonKey is Passer domesticus (Linnaeus, 1758)",
 "Year 2020-2024"
 ]
}

 The dataset includes 337803 records from 759 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008106-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfhf8t
title: Occurrence Download

description: A dataset containing 586307 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Insect Species Occurrence Data from Multiple Projects Worldwide with Focus on Bees and Wasps in North America"
 ]
}

 The dataset includes 586307 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008121-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57703/ce-zxcj4
title: Surface Topography Challenge - S21

description: This digital twin is part of the surface topography challenge. These are the measurements of the (rough) sample with the ID "S21".
DOI: 10.15468/dl.a3mbvy
title: Occurrence Download

description: A dataset containing 37355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calliptamus italicus (Linnaeus, 1758)"
 ]
}

 The dataset includes 37355 records from 1147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010920-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fnhag
title: Occurrence Download

description: A dataset containing 4025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Austria, Germany, Czechia, Slovakia, Slovenia, Hungary, Italy, Liechtenstein, Switzerland)",
 "TaxonKey is one of (Hypoponera punctatissima (Roger, 1859), Monomorium pharaonis (Linnaeus, 1758), Aphaenogaster gibbosa (Latreille, 1798), Crematogaster scutellaris (Olivier, 1792), Linepithema humile (Mayr, 1868), Linepithema leucomelas (Emery, 1894), Anoplolepis gracilipes (Smith, 1857), Cardiocondyla obscurior Wheeler, 1929, Hypoponera ergatandria (Forel, 1893), Hypoponera schauinslandi (Emery, 1899), Lasius neglectus Van Loon, Boomsma & Andrasfalvy, 1990, Monomorium floricola (Jerdon, 1851), Monomorium monomorium Bolton, 1987, Nylanderia vividula (Nylander, 1846), Pheidole megacephala (Fabricius, 1793), Solenopsis geminata (Fabricius, 1804), Solenopsis invicta Buren, 1972, Solenopsis richteri Forel, 1909, Tapinoma magnum Mayr, 1861, Tapinoma melanocephalum (Fabricius, 1793), Technomyrmex albipes (Smith, 1861), Technomyrmex detorquens (Walker, 1859), Technomyrmex vitiensis Mann, 1921, Tetramorium bicarinatum (Nylander, 1846), Tetramorium insolens (Smith, 1861), Wasmannia auropunctata (Roger, 1863), Technomyrmex Mayr, 1872, Plagiolepis alluaudi Emery, 1894, Technomyrmex difficilis Forel, 1892, Pheidole anastasii Emery, 1896, Ponera ergatandria Forel, 1893, Solenopsis texana Emery, 1895, Brachyponera chinensis (Emery, 1895), Pachycondyla chinensis (Emery, 1895), Pseudomyrmex Lund, 1831, Linepithema angulatum (Emery, 1894), Hypoponera Santschi, 1938, Hypoponera Taylor, 1967, Pheidole Westwood, 1839)"
 ]
}

 The dataset includes 4025 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002576-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9u9ej
title: Occurrence Download

description: A dataset containing 193228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anser brachyrhynchus Baillon, 1834",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 193228 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002575-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.884wf5
title: Occurrence Download

description: A dataset containing 10620950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Squatina squatina (Linnaeus, 1758), Hyperoplus lanceolatus (Le Sauvage, 1824), Phalacrocorax aristotelis (Linnaeus, 1761), Clupea harengus Linnaeus, 1758, Sterna hirundo Linnaeus, 1758, Solea solea (Linnaeus, 1758), Scophthalmus rhombus (Linnaeus, 1758), Salmo salar Linnaeus, 1758, Limosa lapponica (Linnaeus, 1758), Trisopterus luscus (Linnaeus, 1758), Conger conger (Linnaeus, 1758), Belone belone (Linnaeus, 1760), Osmerus eperlanus (Linnaeus, 1758), Dicentrarchus labrax (Linnaeus, 1758), Zeus faber Linnaeus, 1758, Gaidropsarus mediterraneus (Linnaeus, 1758), Syngnathus acus Linnaeus, 1758, Cryptocotyle concava (Creplin, 1825) Lühe, 1899, Hemiurus communis Odhner, 1905, Cryptocotyle jejuna (Nicoll, 1907) Ransom, 1920, Cryptocotyle lingua (Creplin, 1825) Fischoeder, 1903, Hemiurus luehei Odhner, 1905, Lumpenus lampretaeformis (Walbaum, 1792), Phalacrocorax urile (Gmelin, 1789), Onychoprion aleuticus (S.F.Baird, 1869), Synthliboramphus wumizusume (Temminck, 1836), Thalasseus bernsteini (Schlegel, 1863), Aethia pusilla (Pallas, 1811), Chroicocephalus saundersi Swinhoe, 1871, Synthliboramphus craveri (Salvadori, 1866), Brachyramphus perdix (Pallas, 1811), Synthliboramphus hypoleucus (Xantus de Vesey, 1860), Thalasseus acuflavidus acuflavidus, Ptychoramphus aleuticus (Pallas, 1811), Ichthyaetus relictus (Lönnberg, 1931), Larus crassirostris Vieillot, 1818, Sterna dougallii Montagu, 1813, Sternula antillarum R.Lesson, 1847, Phalacrocorax capillatus (Temminck & Schlegel, 1849), Sterna forsteri Nuttall, 1834, Larus glaucoides thayeri W.S.Brooks, 1915, Thalasseus sandvicensis (Latham, 1787), Hydrocoloeus minutus (Pallas, 1776), Larus glaucoides B.Meyer, 1822, Cepphus carbo Pallas, 1811, Cepphus columba Pallas, 1811, Brachyramphus marmoratus (J.F.Gmelin, 1789), Chelidonichthys cuculus (Linnaeus, 1758), Leucoraja naevus (Müller & Henle, 1841), Ammodytes tobianus Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10620950 records from 2692 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002569-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15397129
title: Projet CNDO - Sessions Underwater images collected by an Underwater Vision Census - 20210308_MDG-Toliara_UVC-01_01 - 20210308_MDG-Toliara_UVC-01_02 - 20210309_MDG-Toliara_UVC-01_01

description: Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation. These images can be annotated and shared to train IA models which can in turn predict the objects on the images. We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps..
DOI: 10.5281/zenodo.15397103
title: Projet CNDO - Sessions Underwater images collected by an Underwater Vision Census - 20210308_MDG-Toliara_UVC-01_01 - 20210308_MDG-Toliara_UVC-01_02

description: Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation. These images can be annotated and shared to train IA models which can in turn predict the objects on the images. We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps..