cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/f3f-v2d-syg
title: Albinaria eburnea glabella (L. Pfeiffer, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/whg-1t1-jyr
title: Mastus cretensis (L. Pfeiffer, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/65v-bhy-t4s
title: Clausilia dubia dubia Draparnaud, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kmf-rht-b3f
title: Vallonia excentrica Sterki, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/33d-9mb-j4p
title: Weinkauffia macandrewii (E. A. Smith, 1872)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/32c-eh5-fch
title: Ebala nitidissima (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s50-lkw-d6g
title: Gittenbergia sororcula (Benoit, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rnx-r9z-b3h
title: Siphonaria laciniosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zkf-z8c-bsj
title: Alopia lischkeana (Charpentier, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c4x-hfn-har
title: Clausilia bidentata bidentata (Strøm, 1765)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l4v-kbv-ad5
title: Agathylla lamellosa (J. A. Wagner, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dd5-s1d-wq0
title: Pyrgiscus rufus (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kqv-twq-x2z
title: Bostryx anomphalus Pilsbry, 1944

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q26-6zy-fvp
title: Cochlodina costata ungulata (Rossmässler, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dpx-v5v-s4w
title: Charpentieria itala albopustulata (De Cristofori & Jan, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qr9-ebt-rqw
title: Chondrina megacheilos avenoides (Westerlund, 1874)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gml-af1-1ae
title: Plekocheilus aurissciuri Guppy, 1866

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tw7-5a7-mkf
title: Columella aspera Waldén, 1966

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r33-625-09d
title: Cerion johnsoni Pilsbry & Vanatta, 1895

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vks-yb9-g86
title: Pyramidula rupestris (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/grj-h1s-81m
title: Neniatlanta pauli (Mabille, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kl2-3km-rnf
title: Anisus S. Studer, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lnf-c6d-49s
title: Opalia crenata (Linnaeus, 1758)

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

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acridotheres tristis",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 393 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041367-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrrdfe
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pareiorhaphis azygolechis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 35 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041368-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fknzzj
title: Occurrence Download

description: A dataset containing 4386626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Podilymbus podiceps)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 4386626 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041329-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xny5hm
title: Occurrence Download

description: A dataset containing 675 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trollius altaicus"
 ]
}

 The dataset includes 675 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041370-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/pdkey8
title: Women’s Descriptive Representation and Foreign Direct Investment

description: Replication Data for Journal Submission
DOI: 10.15468/dl.kkr9bx
title: Occurrence Download

description: A dataset containing 251771 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trisetum flavescens"
 ]
}

 The dataset includes 251771 records from 1576 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041266-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srgywd
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fimbria fimbriata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 91 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001399-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ww5zbn
title: Occurrence Download

description: A dataset containing 24414501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chaetura pelagica, Turdus philomelos, Anser anser, Carduelis carduelis, Cygnus olor)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "EventDate is not null"
 ]
}

 The dataset includes 24414501 records from 6069 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001321-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9f8tur
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thelidium rehmii",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013721-260208012135463/datasets/export for details.
DOI: 10.15468/dl.eq7a55
title: Occurrence Download

description: A dataset containing 11107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abrus precatorius",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 11107 records from 392 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013722-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18626977
title: BADIIY NUTQDA SO'Z O'YINLARINING EKSPRESSIV-ESTETIK IMKONIYATLARI

description: Ushbu maqolada  badiiy nutqdagi so‘z o‘yinlarining ekspressiv va estetik imkoniyatlari tahlil qilinadi. So‘z o‘yinlari matn mazmunini boyitadi, badiiy tasvirni kuchaytiradi va tinglovchi e’tiborini jalb qilishda muhim vosita hisoblanadi. Shu bilan birga, ularning fonetik, leksik va semantik imkoniyatlardan foydalanishi badiiy nutqning stilistik rang-barangligini ta’minlaydi. Tadqiqot doirasida turli badiiy asarlar misolida so‘z o‘yinlarining uslubiy va estetik funksiya bajarishiga doir misollar tahlil qilinadi.
DOI: 10.5281/zenodo.18626978
title: BADIIY NUTQDA SO'Z O'YINLARINING EKSPRESSIV-ESTETIK IMKONIYATLARI

description: Ushbu maqolada  badiiy nutqdagi so‘z o‘yinlarining ekspressiv va estetik imkoniyatlari tahlil qilinadi. So‘z o‘yinlari matn mazmunini boyitadi, badiiy tasvirni kuchaytiradi va tinglovchi e’tiborini jalb qilishda muhim vosita hisoblanadi. Shu bilan birga, ularning fonetik, leksik va semantik imkoniyatlardan foydalanishi badiiy nutqning stilistik rang-barangligini ta’minlaydi. Tadqiqot doirasida turli badiiy asarlar misolida so‘z o‘yinlarining uslubiy va estetik funksiya bajarishiga doir misollar tahlil qilinadi.
DOI: 10.15468/dl.2cjgcn
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnotus javari",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 73 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013723-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3n5cj2
title: Occurrence Download

description: A dataset containing 4919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Eragrostis dielsii"
 ]
}

 The dataset includes 4919 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013724-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwzxdv
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aleisanthiopsis distantiflora",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013725-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpquhs
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bagliettoa parmigera",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013727-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18626986
title: KOREYA VA O'ZBEKISTON BOSHLANG'ICH TA'LIM TIZIMLARIDA O'QUV DASTURLARINING QIYOSIY TAHLILI

description: Mazkur maqolada Koreya Respublikasi hamda O‘zbekiston Respublikasi boshlang‘ich ta’lim tizimlarida amal qilinayotgan o‘quv dasturlari qiyosiy jihatdan tahlil qilinadi. Tadqiqot davomida o‘quv dasturlarining tuzilishi, mazmuni, fanlar tarkibi, kompetensiyaviy yondashuv, o‘quv yuklamasi va ta’lim natijalariga qo‘yilgan talablar solishtirildi. Qiyosiy tahlil asosida har ikki mamlakat ta’lim tizimining o‘ziga xos jihatlari hamda O‘zbekiston boshlang‘ich ta’limini rivojlantirish uchun muhim xulosalar chiqarildi.
DOI: 10.5281/zenodo.18626987
title: KOREYA VA O'ZBEKISTON BOSHLANG'ICH TA'LIM TIZIMLARIDA O'QUV DASTURLARINING QIYOSIY TAHLILI

description: Mazkur maqolada Koreya Respublikasi hamda O‘zbekiston Respublikasi boshlang‘ich ta’lim tizimlarida amal qilinayotgan o‘quv dasturlari qiyosiy jihatdan tahlil qilinadi. Tadqiqot davomida o‘quv dasturlarining tuzilishi, mazmuni, fanlar tarkibi, kompetensiyaviy yondashuv, o‘quv yuklamasi va ta’lim natijalariga qo‘yilgan talablar solishtirildi. Qiyosiy tahlil asosida har ikki mamlakat ta’lim tizimining o‘ziga xos jihatlari hamda O‘zbekiston boshlang‘ich ta’limini rivojlantirish uchun muhim xulosalar chiqarildi.
DOI: 10.34740/kaggle/dsv/14823560
title: Ethereum Price Data Binance API (2017–Now)
DOI: 10.15468/dl.cbp4za
title: Occurrence Download

description: A dataset containing 4107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphilophium crucigerum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4107 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013728-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85ez5y
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnotus jonasi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 42 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013729-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scdgrt
title: Occurrence Download

description: A dataset containing 1748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Percina evides",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 1748 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013730-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwa7r5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bagliettoa baldensis",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013731-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxuqrd
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alibertia latifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 193 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013732-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vb9ujd
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Eragrostis dinteri"
 ]
}

 The dataset includes 96 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013733-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18626994
title: YOSHLAR TARBIYASIDA ZAHIRIDDIN MUHAMMAD BOBUR MEROSINING TUTGAN O'RNI

description: Maqolada yoshlar tarbiyasida Zahiriddin Muhammad Bobur merosining tutgan o‘rni  haqidagi ma’lumotlar ko‘rib chiqilgan. Bobur merosi nafaqat tarixiy tadqiqot ob'ekti, balki zamonaviy yoshlarning dunyoqarashini shakllantirishga ta'sir ko‘rsatadigan tarixiy-ma'naviy hodisa sifatida ham ko‘rib chiqish zarurligi to‘g‘risida fikrlar bayon etilgan. Farzand tarbiyasi masalasida ham Bobur idrokli ma'rifatparvar shaxs sifatida namoyon bo‘lganligi uning tarbiyaviy merosi asosida yoritib berilgan.
DOI: 10.5281/zenodo.18626995
title: YOSHLAR TARBIYASIDA ZAHIRIDDIN MUHAMMAD BOBUR MEROSINING TUTGAN O'RNI

description: Maqolada yoshlar tarbiyasida Zahiriddin Muhammad Bobur merosining tutgan o‘rni  haqidagi ma’lumotlar ko‘rib chiqilgan. Bobur merosi nafaqat tarixiy tadqiqot ob'ekti, balki zamonaviy yoshlarning dunyoqarashini shakllantirishga ta'sir ko‘rsatadigan tarixiy-ma'naviy hodisa sifatida ham ko‘rib chiqish zarurligi to‘g‘risida fikrlar bayon etilgan. Farzand tarbiyasi masalasida ham Bobur idrokli ma'rifatparvar shaxs sifatida namoyon bo‘lganligi uning tarbiyaviy merosi asosida yoritib berilgan.
DOI: 10.5281/zenodo.18626747
title: HSI Nerfstudio Data: DIRSIG-LWIR-HSI-SF6 Plume (multi-angle dataset of simulated gas plume hyperspectral imagery)

description: HSI Nerfstudio Data: DIRSIG-LWIR-HSI-SF6 Plume

This dataset contains DIRSIG-simulated longwave infrared (LWIR) hyperspectral imagery of a simplified facility scene designed for testing 3D scene understanding and NeRF-based reconstruction methods using hyperspectral data.

The scene was created by the DIRSIG team at Rochester Institute of Technology (RIT). It includes a smokestack, buildings, and surrounding infrastructure. A sulfur hexafluoride (SF₆) gas plume emanates from the smokestack. The dataset is intentionally simple and intended as a controlled test environment for hyperspectral 3D reconstruction and gas plume analysis.

To see examples of the images, preview the `False_Color_Examples.jpg` and `Ground_Truth_Example.jpg` files, or go to https://github.com/lanl/HSI-Nerfstudio.

Dataset Specifications





231 hyperspectral images




Spatial resolution: 128 × 128 pixels




Spectral resolution: 128 channels




Spectral range: 7–13 µm (MAKO sensor model)




Associated ground truth data for geometry and plume properties




Camera extrinsics and intrinsics metadata




Reference absorption spectrum for SF₆



Dataset Contents

1. Spectral Reference





sf6_ext.txt: Library reference absorption spectrum of sulfur hexafluoride (SF₆), including wavenumber and absorption values.



2. Image Data





ENVI-formatted hyperspectral images (.img and .hdr)




Corresponding ground truth files (truth-*.img and .hdr)




Compatible with standard ENVI readers (e.g., spectral Python package)



3. Camera Metadata





transforms.json containing camera intrinsics and extrinsics formatted for use with hsi-nerfstudio



4. Camera Paths





JSON files defining camera trajectories for NeRF rendering



Intended Use

This dataset was used in SPIE publications investigating hyperspectral NeRF reconstruction and gas plume modeling. It is intended for research in:





Hyperspectral imaging




Neural Radiance Fields (NeRFs)




3D scene reconstruction




Spectral gas detection




Remote sensing simulation validation



Associated codebase: hsi-nerfstudio (GitHub). For use with hsi-nerfstuio, simple download and unzip the data.zip file into your repository.

 

LA-UR-25-30099