cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/tbs-kxv-cgb
title: Alvania punctura (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d51-f0p-tw8
title: Trivirostra yangi Fehse & Grego, 2006

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p8l-g7p-2h6
title: Argyropeza divina Melvill & Standen, 1901

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y2a-kx1-cne
title: Pinctada radiata (Leach, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15454/omdneh
title: Replication Data for: How does selfing affect the genetic variance of quantitative traits? An updated meta-analysis on empirical results in angiosperm species

description: 4 files: - a dataset with references - 2 datasets used for R analyses - Rmarkdown script to run analyses (Rstudio and Rmarkdown are needed)
DOI: 10.15454/omdneh/nfcimj
title: Script_analyses_All_traits.R

description: R script for analyses
DOI: 10.3535/99x-zya-pkd
title: Cerithium litteratum (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m4e-y4e-345
title: Echinolittorina tuberculata (Menke, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15454/omdneh/kbcgo6
title: Data_Use_with_script.csv

description: Used for analyses
DOI: 10.3535/03p-qx6-wmr
title: Oliva miniacea (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ja-ml6-am1
title: Antillorbis aeruginosus (Morelet, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15454/omdneh/gveacv
title: Data_with_references_(not use in R).ods

description: Contains all references used
DOI: 10.15454/omdneh/mmjz19
title: Height_maturity_use_with_script.csv

description: Subset for trait Height at maturity
DOI: 10.3535/04e-cfh-zxh
title: Lyncina lynx (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tt1-sad-5mn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15454/omdneh/v4a6u3
title: Script_analyses_All_traits.R

description: Do the analysis with Rstudio
DOI: 10.3535/49d-r6b-hp2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15454/omdneh/j1sewg
title: Script_analyses_All_traits.Rmd

description: This script will allow you to reproduce all the analyses, tables and figures of the original manuscript. It also provides advices for personal analyses using Bayesian methods.
DOI: 10.3535/g1l-yfw-j7x
title: Lyncina lynx (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k8a-2z8-qpr
title: Conomurex fasciatus (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/588-4ly-yht
title: Pisania pusio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zhm-e0r-yp2
title: Meretrix casta (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/84n-39k-mek
title: Staphylaea staphylaea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9d7-lr1-7em
title: Murex tribulus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wmk-kkw-z80
title: Arion ater rufus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/02b-5h6-axf
title: Deroceras reticulatum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ddn-769-1bc
title: Lirobarleeia gradata (A. d'Orbigny, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/50r-rtn-e2n
title: Harpa articularis Lamarck, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gkv-ch1-kd7
title: Stramonita haemastoma (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/04q-kzs-vjc
title: Buccinum undatum Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1g6-c1f-wg4
title: Scalptia costifera (G. B. Sowerby I, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9n8-knx-qcr
title: Solena obliqua (Spengler, 1794)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cn0-aqf-6qk
title: Odostomia laevigata (A. d'Orbigny, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wdt-mkc-pf6
title: Rhinoclavis aspera (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/scc-v1b-cr9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rp0-qy6-h84
title: Vexillum coccineum (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ta0-f3c-dmj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5c8-s3r-f7f
title: Conus musicus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q7x-2dq-qxm
title: Alvania auberiana (A. d'Orbigny, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0r4-dmy-w0m
title: Barbatia candida (Helbling, 1779)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/smx-ywz-8a9
title: Pterygia sinensis (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/240-qn8-c34
title: Vexillum gruneri (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ykc-xg2-200
title: Canarium urceus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/84f-b7y-ml2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dg5-lf0-5r6
title: Tricornis oldi (W. K. Emerson, 1965)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1av-zbr-g3x
title: Echinolittorina vidua (A. Gould, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/frm-hky-n0v
title: Conus hyaena Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nl3-12h-p8g
title: Cornu aspersum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m39-mjj-88w
title: Conasprella insculpta (Kiener, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x63-35g-vjx
title: Lobatus raninus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wy1-79j-ycq
title: Monetaria moneta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6ka-1ex-pz9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jeb-ra9-l7k
title: Diodora viridula (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/00l-ekv-0jm
title: Leporicypraea mappa mappa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/03y-ksj-efp
title: Talostolida teres (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sem-2h8-66p
title: Haminoea elegans (J. E. Gray, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ca-xgw-5km
title: Velutina velutina (O. F. Müller, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z14-ek8-90p
title: Finella A. Adams, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.bsws7j
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lasiosiphon caffer"
 ]
}

 The dataset includes 225 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004925-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1ls-fj7-bav
title: Cassis fimbriata Quoy & Gaimard, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nb6-9ys-gq7
title: Euprotomus bulla (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/caf-e5l-l1l
title: Barbatia domingensis (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zrt-2qg-wpt
title: Astyris lunata (Say, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mr5-kj5-9jt
title: Doxander vittatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0q9-nt3-l3j
title: Pitar laetus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ye9-brb-cby
title: Veprichlamys jousseaumei (Bavay, 1904)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ftg-zns-tm9
title: Limopsis aurita (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lpz-gvs-pra
title: Neodilatilabrum robustum (G. B. Sowerby III, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q9k-s2e-qby
title: Arion ater rufus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rbg-1qj-hqs
title: Neodilatilabrum succinctum (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2j-jbh-a2z
title: Kermia tessellata (Hinds, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7q1-ylm-7ps
title: Hydatina albocincta (van der Hoeven, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yev-zf3-p2h
title: Doxander vittatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/23s-52s-dan
title: Conomurex persicus (Swainson, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c9y-3ax-aan
title: Conus kintoki Habe & Kosuge, 1970

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/36f-gcn-34w
title: Notocochlis gualteriana (Récluz, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6tt-8c9-zhn
title: Canarium mutabile (Swainson, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xm6-q6d-27g
title: Diminovula culmen (C. N. Cate, 1973)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/19h-rx8-ml1
title: Macrostrombus costatus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n0x-w4v-fkl
title: Canarium urceus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/apg-zc9-wds
title: Mitrella antares P. M. S. Costa & P. Souza, 2001

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/08w-v2h-k5k
title: Corculum impressum ([Lightfoot], 1786)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9t9-e6l-dm6
title: Geloina coaxans (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1gz-8c0-jq2
title: Terebellum terebellum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xqq-nf4-g4p
title: Macrocypraea cervus (Linnaeus, 1771)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/atn-ncr-1xy
title: Homalocantha secunda (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cm3-wbj-cvs
title: Vexillum formosense (G. B. Sowerby III, 1889)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pxx-hpy-xns
title: Tugonia nobilis Reeve, 1863

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nxz-nhp-ljs
title: Dentarene sarcina Iredale, 1929

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ywz-rha-tbq
title: Succinea putris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q3g-qf5-43z
title: Nucella lapillus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qrw-djh-fxp
title: Chauvetia turritellata (Deshayes, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h8l-vwc-w6v
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s1y-qya-3ct
title: Lambis truncata sowerbyi (Mörch, 1872)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/av8-lc4-nwk
title: Conasprella lentiginosa (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mhe-0ht-prl
title: Littoraria articulata (R. A. Philippi, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s5j-r4y-cya
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7rp-clw-2r0
title: Drupina grossularia (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jmx-rcp-nhh
title: Luria isabella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g3p-4pk-8f7
title: Naria miliaris (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/51e-6sv-x2v
title: Cerithium nodulosum Bruguière, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l85-y3f-zdx
title: Pterygia dactylus (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/27x-dwd-yft
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n7z-xe8-q3y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vp3-aal-k79
title: Littorina fabalis (W. Turton, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h44-can-yke
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z42-pqa-k70
title: Littorina saxatilis (Olivi, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2xd-kz9-x37
title: Fragum unedo (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cwb-432-6zc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6ex-mj6-mrx
title: Harpulina lapponica (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/df2-y93-9kg
title: Arion hortensis A. Férussac, 1819

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cqf-0me-1q3
title: Oliva caerulea (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ts2-4jw-j8j
title: Oliva oliva (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7c3-tev-j31
title: Stenothyra W. H. Benson, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kx1-er4-h6e
title: Transkeia raveyensis (Sturany, 1899)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1vx-p92-q5k
title: Polinices peselephanti (Link, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.jc2zb5
title: Occurrence Download

description: A dataset containing 3715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.42696 41.7709,-6.72199 41.7709,-6.72199 44.01611,-9.42696 44.01611,-9.42696 41.7709))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calluna vulgaris"
 ]
}

 The dataset includes 3715 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004926-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/cs2-94e-vkv
title: Gibberulus gibberulus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cx7-xje-r0e
title: Laevicardium oblongum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rh9-2bq-dmp
title: Simulamerelina caribaea (A. d'Orbigny, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15639837
title: Sea-Undistort: A Synthetic Dataset for Restoring Through-Water Images in Airborne Bathymetric Mapping

description: The dataset

To address the absence of real-world paired imagery with and without wave- and water-induced distortions, we introduce Sea-Undistort, a synthetic dataset created using the open-source 3D graphics platform Blender. The dataset comprises 1200 image pairs, each consisting of 512×512 pixel RGB renderings of shallow underwater scenes. Every pair includes a “non-distorted” image, representing minimal surface and column distortions, and a corresponding “distorted” version that incorporates realistic optical phenomena such as sun glint, wave-induced deformations, turbidity, and light scattering. These effects are procedurally generated to replicate the diverse challenges encountered in through-water imaging for bathymetry. The scenes are designed with randomized combinations of typical shallow-water seabed types, including rocky outcrops, sandy flats, gravel beds, and seagrass patches, capturing a wide range of textures, reflectance patterns, and radiometric conditions. Refraction is accurately modeled in both the distorted and non-distorted images to maintain geometric consistency with real underwater imaging physics.

In addition, camera settings are uniformly sampled within specific ranges to ensure diverse imaging conditions. Sensor characteristics include a physical width of 36 mm and effective pixel widths of 4000 or 5472 pixels. Focal lengths of 20 mm and 24 mm are simulated with only the central 512x512 pixels rendered. Camera altitude ranges from 30 m to 200 m, resulting in a ground sampling distance (GSD) between 0.014 m and 0.063 m. Average depths range from –0.5 m to –8 m, with a maximum tilt angle of 5°. Sun elevation angles between 25° and 70°, along with varying atmospheric parameters (e.g., air, dust), are used to simulate different illumination conditions. Generated images are accompanied by a .json file containing this metadata per image. 

Sea-Undistort is designed to support supervised training of deep learning models for through-water image enhancement and correction, enabling generalization to real-world conditions where undistorted ground truth is otherwise unobtainable.

Citation

If you use the dataset, please cite:

 

AcknowledgmentThis work was part of the project MagicBathy which is a research project funded by the European Commission for the period 2023-2025. It is funded under the HORIZON Europe MSCA Postdoctoral Fellowships - European Fellowships (GA 101063294).
description: Folder structure

 

┗ 📂 Sea-Undistort/

  ┣ 📜 render_0000_ground.png

  ┣ 📜 render_0000_no_sunglint.png

  ┣ 📜 render_0000_no_waves.png

  ┣ 📜 render_0000.png

  ┣ 📜 render_0001_ground.png

  ┣ 📜 render_0001_no_sunglint.png

  ┣ 📜 render_0001_no_waves.png

  ┣ 📜 render_0001.png

  ┣ 📜 ...

  ┣ 📜 render_1199_ground.png

  ┣ 📜 render_1199_no_sunglint.png

  ┣ 📜 render_1199_no_waves.png

  ┣ 📜 render_1199.png

  ┣ 📜 scene_settings.json

  ┗ 📜 LICENSE_and_info.txt