cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/8jh-tqr-k8z
title: Maxillaria vaginalis Rchb. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/hbj-ng8-kqq
title: Polygonatum latifolium Desf.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/sak-zcx-hwa
title: Minuartia langii (Reuss) Holub

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/6a2-4js-8ln
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.17374405
title: Global Orthodontic Headgear Market 2025 To 2034

description: Orthodontic Headgear Market Size, Trends and Insights By Product Type (Cervical Pull, High-Pull Headgear, Reverse-Pull (Facemask)), By End-user (Hospitals, Dental Clinics), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Orthodontic Headgear Market analysis conducted by the CMI team, the construction anchors market is expected to record a CAGR of 6.24% from 2025 to 2034. In 2025, the market size was USD 1.66 Billion. By 2034, the valuation is anticipated to reach USD 2.84 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=74973
DOI: 10.3535/2y9-4a8-nlp
title: Thymus pulcherrimus subsp. sudeticus (Opiz ex Borbás) P. A. Schmidt

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.17374399
title: The Theory of Universal Belonging

description: This article presents the Theory of Universal Belonging (LAU), an ontology of coexistence derived from a philosophical interpretation of arithmetic coprimality. We argue that an entity’s belonging to a stable universe is not a passive condition (mere inclusion) but an active relation of equilibrium and reciprocal irreducibility. The theory posits that a being belongs to a stable universe only if it is not decomposable by its elements and itself does not decompose any of them. The article illustrates this principle through the universe of prime numbers and extends the concept to define a new rank equilibrium that underlies all structural stability.
DOI: 10.5281/zenodo.17374404
title: Global Orthodontic Headgear Market 2025 To 2034

description: Orthodontic Headgear Market Size, Trends and Insights By Product Type (Cervical Pull, High-Pull Headgear, Reverse-Pull (Facemask)), By End-user (Hospitals, Dental Clinics), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Orthodontic Headgear Market analysis conducted by the CMI team, the construction anchors market is expected to record a CAGR of 6.24% from 2025 to 2034. In 2025, the market size was USD 1.66 Billion. By 2034, the valuation is anticipated to reach USD 2.84 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=74973
DOI: 10.13140/rg.2.2.22932.60804
title: KF369970
DOI: 10.13140/rg.2.2.34257.22885
title: KF369953
DOI: 10.3535/vfr-68p-58r
title: Microstylis parthoni var. denticulata Rchb. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.95wa3t
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((120.59 24.11,120.63 24.11,120.63 24.3,120.59 24.3,120.59 24.11))",
 "Geometry POLYGON((120.6 24.11,120.63 24.11,120.63 24.3,120.6 24.3,120.6 24.11))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 264 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029651-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/c4d-xpw-7k3
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/nw8-66k-1hm
title: Crocus heuffelianus Herb.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/l9p-pn1-6fw
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/xcj-aj6-mab
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/gd1-xsp-laz
title: Lepidium cartilagineum (J. Mayer) Thell.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/pk8-df7-5pp
title: Cochleanthes aromatica (Rchb. f.) R. E. Schult. & Garay

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.10349.69608
title: KF369967
DOI: 10.13140/rg.2.2.30482.35524
title: KF369972
DOI: 10.3535/bq3-6j9-ker
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/5re-15v-mml
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/bc0-6z3-pdr
title: Euphorbia subcordata C. A. Mey.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/v8c-yfj-wp2
title: Gentiana gelida M. Bieb.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/6kv-71c-2wc
title: Cochleanthes aromatica (Rchb. f.) R. E. Schult. & Garay

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/bj5-jcj-xpg
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/fc0-e7w-4qm
title: Sesleria caerulea (L.) Ard.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/frb-4w7-8qz
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.33942.24649
title: Sighting record of white-browed Bushchat
DOI: 10.3535/0r2-p84-p7q
title: Microstylis parthoni var. denticulata Rchb. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/fck-86p-818
title: Bletia purpurea (Lam.) DC.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.23666.20164
title: Bacillus thuringiensis strain aizawai active core crystal toxin protein 1D gene, partial cds. ACCESSION JQ910166
DOI: 10.3535/cds-x3b-e0d
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/752-bgy-ymq
title: Dianthus carthusianorum L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.j7nvg2
title: Occurrence Download

description: A dataset containing 56 records in GBIF matching the query:
SELECT "year", COUNT(*) as RecordsCount 
 FROM occurrence
 WHERE "year" &gt;= 1970 
 AND level0gid = 'SVK'
 AND countrycode = 'SK'
 AND (kingdom = 'Plantae' OR kingdom = 'Animalia') 
 AND (basisOfRecord = 'OBSERVATION' OR basisOfRecord = 'LIVING_SPECIMEN' OR basisOfRecord = 'MATERIAL_SAMPLE' OR basisOfRecord = 'HUMAN_OBSERVATION' OR basisOfRecord = 'MACHINE_OBSERVATION' OR basisOfRecord = 'OCCURRENCE')
 AND occurrenceStatus = 'PRESENT' 
 AND decimalLongitude IS NOT NULL 
 AND decimalLatitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') 
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') 
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') 
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') 
 GROUP BY "year"
 ORDER BY "year"

 The dataset's 56 records were derived from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029648-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/p2t-ryg-ehd
title: Velezia quadridentata Sm.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/4px-9ps-m3x
title: Aëthionema fimbriatum Boiss.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/3b8-y5l-kbk
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.19996.18562
title: Ahmed Rabie Ginidi Ginidi: Development of New Systems Paradigm Based on the “Time Driven-Event Driven-Parameters Changes” with Applications, Ph. D. Thesis, Cairo University, April 2015.
DOI: 10.3535/rna-gc6-af3
title: Phyllolepidum rupestre (Ten.) Trinajstić

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/v6e-b8x-3xc
title: Alyssum discolor T. R. Dudley & Hub.-Mor.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/z7y-vet-035
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.17290817
title: Data and Software from: Impacts of Harvesting and Prescribed Burning on Forest Soil Carbon Dynamics: A Global Meta-Analysis
DOI: 10.5281/zenodo.17290818
title: Data and Software from: Impacts of Harvesting and Prescribed Burning on Forest Soil Carbon Dynamics: A Global Meta-Analysis
DOI: 10.3535/w0l-y27-kty
title: Erysimum naxense Snogerup

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/zb6-r5s-656
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/dkj-az5-w2z
title: Irania multicaulis (Boiss. & Hohen.) Hadač & Chrtek

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ec4-y77-dv2
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/1wh-5wn-yjd
title: Spiranthes longipetiolata Rchb. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/cc3-wst-aba
title: Dianthus superbus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/37t-ers-5j5
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ahl-hfc-znf
title: Dianthus superbus subsp. alpestris Kablík. & Čelak.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/n3p-aq6-s0t
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/xvy-5gy-mb5
title: Caltha laeta Schott, Nyman & Kotschy

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.17373600
title: Dataset for molecular dynamics simulations of iron reduction in lunar and asteroid's olivine

description: Data set for reactive molecular dynamics simulations of iron reduction considering lunar and asteroidal olivine. Details are shown in README.txt
DOI: 10.5281/zenodo.17373601
title: Dataset for molecular dynamics simulations of iron reduction in lunar and asteroid's olivine

description: Data set for reactive molecular dynamics simulations of iron reduction considering lunar and asteroidal olivine. Details are shown in README.txt
DOI: 10.3535/y25-qat-m5e
title: Tchihatchewia isatidea Boiss.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/rnd-y5w-ylc
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/4zh-3lh-jd8
title: Triplopetalum pinifolium Nyár.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/7hj-eg6-2zx
title: Retama monosperma (L.) Boiss.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/b57-dlj-wfy
title: Rosa glauca Pourr.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.17374418
title: US Construction Plastics Market 2025 To 2034

description: US Construction Plastics Market Size, Trends and Insights By Product (Polyvinyl Chloride (PVC), Polystyrene (PS), Polyurethanes (PU), Polyethylene (PE), Acrylics, Polypropylene (PP)), By Application (Roofing, Insulation, Pipes & Ducts, Doors, Windows), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the US Construction Plastics Market analysis conducted by the CMI team, the US construction plastics market is expected to record a CAGR of 4.37% from 2025 to 2034. In 2025, the market size was USD 32.63 Billion. By 2034, the valuation is anticipated to reach USD 47.76 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=75025
DOI: 10.5281/zenodo.17374419
title: US Construction Plastics Market 2025 To 2034

description: US Construction Plastics Market Size, Trends and Insights By Product (Polyvinyl Chloride (PVC), Polystyrene (PS), Polyurethanes (PU), Polyethylene (PE), Acrylics, Polypropylene (PP)), By Application (Roofing, Insulation, Pipes & Ducts, Doors, Windows), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the US Construction Plastics Market analysis conducted by the CMI team, the US construction plastics market is expected to record a CAGR of 4.37% from 2025 to 2034. In 2025, the market size was USD 32.63 Billion. By 2034, the valuation is anticipated to reach USD 47.76 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=75025
DOI: 10.3535/n87-2r7-5j2
title: Irania umbellata (Boiss.) Hadač & Chrtek

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.c4rm86
title: Occurrence Download

description: A dataset containing 3205 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Records of epifauna of freshwater invertebrates from Danube Delta region during 2007-2012"
 ]
}

 The dataset includes 3205 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029652-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/t7k-jnj-lt5
title: Chamaecytisus austriacus (L.) Link

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/6ye-5gz-qsr
title: Carex canescens L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/269-cet-c1y
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/mt0-yg2-9eh
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/06t-jyn-ycp
title: Epidendrum pallens Rchb. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ad5-0ll-y5b
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/jqp-91c-x1b
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/m67-vew-43j
title: Dianthus deltoides L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/jef-j0b-qme
title: Genista spartioides Spach

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/r4w-44q-aqm
title: Genista florida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/rza-fv5-0t0
title: Lepidium tofaceum Rech. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/y9b-w65-t3d
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ll2-zem-vld
title: Maxillaria inaudita Rchb. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/30p-a5r-7vb
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/4b2-qet-gzx
title: Cochleanthes aromatica (Rchb. f.) R. E. Schult. & Garay

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/vzm-9k8-jdr
title: Genista sylvestris subsp. dalmatica (Bartl.) H. Lindb.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ntz-9xj-7v4
title: Alyssum singarense Boiss. & Hausskn.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.29108.55682
title: Presentation - Control of Active Component of Current in Dual Active Bridge Converter
DOI: 10.3535/b2l-hx8-n4s
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/kvm-j6g-2wq
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/jfx-tmg-s89
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.26641.53603
title: [BSN] Boletín Solo Negocios 09/03/18
DOI: 10.3535/k9w-530-fyb
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/2ax-q7e-fr5
title: Genista rumelica Velen.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.29472.69124
title: دراسة تحليلية ميدانية لتقييم الأثر البيئي لمشروع افتراضي لانتاج بيض المائدة في محافظة
DOI: 10.13140/rg.2.2.34086.42568
title: حامض البيوترك
DOI: 10.3535/szz-sre-nv8
title: Stenorrhynchos speciosum (Jacq.) Rich.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/3z2-02t-y05
title: Microstylis crispifolia Rchb. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/xp3-p79-6w2
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/q49-a30-p7y
title: Microstylis simillima Rchb. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/4jf-l6g-5ax
title: Dianthus pinifolius subsp. serbicus Wettst.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/j3m-lkd-mls
title: Velezia hispida Boiss. & Balansa

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.14032.40967
title: معدلات بيئة الكرش
DOI: 10.13140/rg.2.2.28293.04323
title: إضافة الزايلانيز قبل تصنيع الأقراص العلفية
DOI: 10.3535/fwv-tg5-8mb
title: Carex ornithopoda Willd.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/y88-sp7-19b
title: Habenaria lactiflora var. buccalis Rchb. f.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/tfr-3pe-21j
title: Dianthus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/sz1-14c-nhh
title: Velezia rigida L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.17366634
title: A National-scale Sandy Beach Dataset for India Derived from High-resolution Satellite Imagery and Deep Learning

description: This dataset provides the georeferenced delineation of sandy beach extents along the Indian coastline, derived from IRS ResourceSat-2/2A LISS-IV multispectral imagery using a U-Net deep learning model. The dataset captures fine-scale sandy shoreline features and serves as a foundational resource for coastal geomorphology, shoreline monitoring, and sustainable coastal zone management.

The sandy beach polygons were extracted through a deep learning workflow implemented in PyTorch, employing a U-Net segmentation model trained on manually annotated coastal sites representing diverse geomorphic and sedimentary settings. The input imagery comprises 5.8 m spatial resolution LISS-IV data with green, red, and near-infrared bands, supplemented by derived indices such as NDVI, Green–NIR ratio, and composite intensity to improve feature separability.

The shapefile provides polygon representations of mapped sandy beaches across the Indian coastline and is projected in WGS 84 geographic coordinates (EPSG:4326). Users can integrate this dataset within GIS environments for visualization, spatial analysis, and model validation.

Temporal coverage of the imagery used for mapping spans 2021–2024. Users should note that very small or seasonally transient sandy patches may not be captured due to the 5.8 m spatial resolution of the source data. 

This dataset supports applications in coastal mapping, blue economy planning, sediment dynamics research, and shoreline change assessment.
DOI: 10.5281/zenodo.17366635
title: A National-scale Sandy Beach Dataset for India Derived from High-resolution Satellite Imagery and Deep Learning

description: This dataset provides the georeferenced delineation of sandy beach extents along the Indian coastline, derived from IRS ResourceSat-2/2A LISS-IV multispectral imagery using a U-Net deep learning model. The dataset captures fine-scale sandy shoreline features and serves as a foundational resource for coastal geomorphology, shoreline monitoring, and sustainable coastal zone management.

The sandy beach polygons were extracted through a deep learning workflow implemented in PyTorch, employing a U-Net segmentation model trained on manually annotated coastal sites representing diverse geomorphic and sedimentary settings. The input imagery comprises 5.8 m spatial resolution LISS-IV data with green, red, and near-infrared bands, supplemented by derived indices such as NDVI, Green–NIR ratio, and composite intensity to improve feature separability.

The shapefile provides polygon representations of mapped sandy beaches across the Indian coastline and is projected in WGS 84 geographic coordinates (EPSG:4326). Users can integrate this dataset within GIS environments for visualization, spatial analysis, and model validation.

Temporal coverage of the imagery used for mapping spans 2021–2024. Users should note that very small or seasonally transient sandy patches may not be captured due to the 5.8 m spatial resolution of the source data. 

This dataset supports applications in coastal mapping, blue economy planning, sediment dynamics research, and shoreline change assessment.