cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48597/s55t-q52f
title: Measurement of Conductivity at Karpbukt

description: Measurement of Conductivity at Karpbukt
DOI: 10.48597/sc9a-v697
title: Measurement of Ammonium at Nausta

description: Measurement of Ammonium at Nausta
DOI: 10.48597/sjgx-6p8r
title: Measurement of pH at Nausta

description: Measurement of pH at Nausta
DOI: 10.48597/sqj4-pn87
title: Measurement of Potassium at Høylandet

description: Measurement of Potassium at Høylandet
DOI: 10.48597/tdmw-gha8
title: Measurement of Ammonium at Brekkebygda

description: Measurement of Ammonium at Brekkebygda
DOI: 10.48597/tqaf-cwrz
title: Measurement of Sodium at Treungen

description: Measurement of Sodium at Treungen
DOI: 10.48597/tsb4-6rzr
title: Measurement of Potassium at Vatnedalen

description: Measurement of Potassium at Vatnedalen
DOI: 10.48597/tx2n-zehy
title: Measurement of Nitrate at Vikedal

description: Measurement of Nitrate at Vikedal
DOI: 10.15472/6vjrjs
title: Plantas vasculares de la Ecoreserva Apiay (Villavicencio, Meta) - Proyecto Ecoreservas

description: Bajo el convenio de cooperación No. 22-007 entre Ecopetrol, Cenit y Bicentenario y el Instituto de Investigación de Recursos Biológicos Alexander von Humboldt, se llevó a cabo el levantamiento de la Línea Base de Biodiversidad y Servicios Ecosistémicos para cuatro predios piloto de Ecoreservas en predios de Ecopetrol, Cenit y Bicentenario, ubicados en tres regiones del país. Este levantamiento incluyó el desarrollo de muestreos rápidos de biodiversidad para siete grupos biológicos y la recolección de sonidos en predios ubicados en los departamentos de Cundinamarca, Córdoba y Meta. El muestreo se llevó a cabo en 17 puntos, todos ubicados en la Ecoreserva Apiay. En cada sitio se realizaron recorridos libres detectando plantas vasculares con presencia de estructuras reproductivas como soros, esporangios o estróbilos para el caso de las licofitas y helechos, y flores y/o frutos para el caso de las angiospermas (plantas con flores). La recolección de plantas fértiles se llevó a cabo teniendo en cuenta los métodos de herborización El presente conjunto de datos contiene 332 registros de plantas vasculares de la Ecoreserva Apiay (Villavicencio, Meta).
DOI: 10.5523/bris.1zdz8b5iw6f662pqwqf4kh8r55
title: Data for 2024 Nature Communications - sliding suction

description: Tianqi Yue, Hermes Bloomfield-Gadêlha and Jonathan Rossiter, Snail-inspired Water-enhanced Soft Sliding Suction for Climbing Robots, Nature Communications, 2024
DOI: 10.17036/researchdata.aston.ac.uk.00000629
title: Data of article 'Examining spatial variations in the relationship between domestic energy consumption and its driving factors using multiscale geographically weighted regression: A case study in Nottingham, England'
DOI: 10.17909/erkx-v276
title: Data from JWST/NIRCam Imaging of Young Stellar Objects III: The HL Tau System
DOI: 10.15472/5k3eyq
title: Monitoreo comunitario de la productividad de frutos de la especie agraz (Vaccinium meridionale) del municipio de Ráquira, Boyacá

description: I2D-BIO_2023_048. En el marco del Convenio de Subvención 19-169 entre el Instituto Humboldt y Palladium International Limited cuyo propósito fue implementar el Programa Partnerships for Forests, Promoviendo los Productos Forestales No Maderables (PFNM) en Colombia, se desarrolló un caso piloto de monitoreo comunitario de la especie proveedora de pfnm Vaccinium meridionale. En julio de 2022, un equipo de trabajo conformado por investigadoras del Instituto Humboldt y socios de la Asociación de productores de la vereda de Torres del municipio Ráquira Boyacá (ASOTORRES) iniciaron el diseño del piloto. El área de estudio seleccionada corresponde a 11 predios privados de las veredas Ollerías, Pueblo Viejo, Torres y Valero. El dueño de cada predio seleccionó entre 2 y 4 individuos silvestres de agraz (Vaccinium meridionale) lo que sumó un total de 40 individuos para el monitoreo. Para la selección se tuvo en cuenta los siguientes criterios: individuos productivos de diferentes tamaños, presencia de botones florales en formación y arbustos sin cosechar en lo corrido del año 2022. Todos los individuos de agraz fueron marcados y se midió el diámetro del tallo más grueso (cm), la altura total (m), el diámetro de copas en dirección norte-sur y oriente-occidente. Para estimar la productividad de los frutos se registró el peso de los frutos maduros cosechados por arbusto cada 8 días durante el periodo julio 2022 a marzo 2023. Adicional a esto, se seleccionaron de 2 a 4 ramas por arbusto según el tamaño de la copa a las cuales se les registró: largo (cm), ancho (cm), circunferencia (cm), número de botones florales, número de flores abiertas, número de frutos en formación, número de frutos verdes, número de frutos pintones, número de frutos maduros y el peso de los frutos cosechados (gr). El periodo de cosecha máximo para un individuo de agraz fue de 212 días después de la primera cosecha (32 eventos de cosecha).
DOI: 10.48597/u453-q88p
title: Measurement of Sulphate_corrected at Høylandet

description: Measurement of Sulphate_corrected at Høylandet
DOI: 10.48597/ujjm-ne3f
title: Measurement of Chloride at Høylandet

description: Measurement of Chloride at Høylandet
DOI: 10.48597/umzh-2p74
title: Measurement of Magnesium at Karpbukt

description: Measurement of Magnesium at Karpbukt
DOI: 10.48597/v2zj-vmzx
title: Measurement of Chloride at Haukeland

description: Measurement of Chloride at Haukeland
DOI: 10.48597/w4rr-tbq9
title: Measurement of Magnesium at Nausta

description: Measurement of Magnesium at Nausta
DOI: 10.48597/wcea-y85n
title: Measurement of Sodium at Vatnedalen

description: Measurement of Sodium at Vatnedalen
DOI: 10.48597/wtvy-w99n
title: Measurement of Sulphate_corrected at Birkenes

description: Measurement of Sulphate_corrected at Birkenes
DOI: 10.48597/xb29-tpkr
title: Measurement of Sulphate_corrected at Tustervatn

description: Measurement of Sulphate_corrected at Tustervatn
DOI: 10.48597/xzks-e2ts
title: Measurement of Conductivity at Treungen

description: Measurement of Conductivity at Treungen
DOI: 10.48597/z94t-8htg
title: Measurement of Calcium at Haukeland

description: Measurement of Calcium at Haukeland
DOI: 10.48597/zesw-96vy
title: Measurement of Sodium at Løken

description: Measurement of Sodium at Løken
DOI: 10.48597/2g3j-msnd
title: Measurement of Inorganics in precipitation at Birkenes

description: Measurement of Inorganics in precipitation at Birkenes
DOI: 10.48597/2u3f-yx6h
title: Measurement of Inorganics in precipitation at Karpbukt

description: Measurement of Inorganics in precipitation at Karpbukt
DOI: 10.48597/3au8-cr6t
title: Measurement of Inorganics in precipitation at Vikedal

description: Measurement of Inorganics in precipitation at Vikedal
DOI: 10.48597/3ueh-hne2
title: Measurement of Magnesium at Vatnedalen

description: Measurement of Magnesium at Vatnedalen
DOI: 10.48597/46hc-849j
title: Measurement of Sodium at Vikedal

description: Measurement of Sodium at Vikedal
DOI: 10.48597/4zm9-qm6t
title: Measurement of Ammonium at Karpbukt

description: Measurement of Ammonium at Karpbukt
DOI: 10.48597/5hk4-krqp
title: Measurement of pH at Vatnedalen

description: Measurement of pH at Vatnedalen
DOI: 10.48597/5hwm-mvbk
title: Measurement of Magnesium at Haukeland

description: Measurement of Magnesium at Haukeland
DOI: 10.48597/5wnm-2wd3
title: Measurement of Potassium at Karpbukt

description: Measurement of Potassium at Karpbukt
DOI: 10.48597/62cx-cwtw
title: Measurement of Magnesium at Nausta

description: Measurement of Magnesium at Nausta
DOI: 10.48597/6a3m-xagu
title: Measurement of Sulphate_total at Høylandet

description: Measurement of Sulphate_total at Høylandet
DOI: 10.48597/6gs4-a4pj
title: Measurement of Sulphate_corrected at Haukeland

description: Measurement of Sulphate_corrected at Haukeland
DOI: 10.48597/79vh-3krj
title: Measurement of Inorganics in precipitation at Nausta

description: Measurement of Inorganics in precipitation at Nausta
DOI: 10.48597/79xz-meds
title: Measurement of Chloride at Karpbukt

description: Measurement of Chloride at Karpbukt
DOI: 10.48597/7huh-puvt
title: Measurement of Conductivity at Karpbukt

description: Measurement of Conductivity at Karpbukt
DOI: 10.48597/7nvm-r9pn
title: Measurement of Sulphate_corrected at Karpbukt

description: Measurement of Sulphate_corrected at Karpbukt
DOI: 10.48597/968n-v2bt
title: Measurement of Magnesium at Kårvatn

description: Measurement of Magnesium at Kårvatn
DOI: 10.48597/9h3m-f8zf
title: Measurement of Inorganics in precipitation at Ny-Ålesund

description: Measurement of Inorganics in precipitation at Ny-Ålesund
DOI: 10.48597/9teu-cbk5
title: Measurement of Sulphur_dioxide at Kårvatn

description: Measurement of Sulphur_dioxide at Kårvatn
DOI: 10.48597/9zpq-s7np
title: Measurement of Inorganics in air and particle phase at Kårvatn

description: Measurement of Inorganics in air and particle phase at Kårvatn
DOI: 10.48597/acfd-v7gh
title: Measurement of Precipitation_amount at Karpbukt

description: Measurement of Precipitation_amount at Karpbukt
DOI: 10.48597/aufp-kdcz
title: Measurement of Inorganics in precipitation at Karpbukt

description: Measurement of Inorganics in precipitation at Karpbukt
DOI: 10.48597/av98-ezd9
title: Measurement of Inorganics in precipitation at Birkenes

description: Measurement of Inorganics in precipitation at Birkenes
DOI: 10.48597/ayac-k2ng
title: Measurement of Sulphate_total at Vikedal

description: Measurement of Sulphate_total at Vikedal
DOI: 10.48597/b3eg-9ajp
title: Measurement of Inorganics in precipitation at Birkenes

description: Measurement of Inorganics in precipitation at Birkenes
DOI: 10.48597/btu7-2cnh
title: Measurement of Nitrogen_dioxide at Kårvatn

description: Measurement of Nitrogen_dioxide at Kårvatn
DOI: 10.48597/bwyw-n8h6
title: Measurement of Magnesium at Karpbukt

description: Measurement of Magnesium at Karpbukt
DOI: 10.17895/ices.data.24787143
title: Machine learning in marine science literature collection

description: This is a published version of the WGMLEARN literature collection currently managed as a Zotero group library. That library is managed and curated by members of WGMLEARN and aims to be a collection of all the published works at the intersection of machine learning and marine science.The Zotero library is continuously updated, but a static instance of all its contents from May 2023 can be downloaded here for use in reference management software.Custom keywords are included with each item; these allow for classification by data type (data:*), machine learning task (task:*), and algorithm (method:*). Other keywords are included for information but they are not guaranteed to be applied consistently.
DOI: 10.17895/ices.data.24787143.v1
title: Machine learning in marine science literature collection

description: This is a published version of the WGMLEARN literature collection currently managed as a Zotero group library. That library is managed and curated by members of WGMLEARN and aims to be a collection of all the published works at the intersection of machine learning and marine science.The Zotero library is continuously updated, but a static instance of all its contents from May 2023 can be downloaded here for use in reference management software.Custom keywords are included with each item; these allow for classification by data type (data:*), machine learning task (task:*), and algorithm (method:*). Other keywords are included for information but they are not guaranteed to be applied consistently.
DOI: 10.48597/c3y5-98ye
title: Measurement of Ammonia at Kårvatn

description: Measurement of Ammonia at Kårvatn
DOI: 10.48597/cg3w-z3mz
title: Measurement of Inorganics in air and particle phase at Kårvatn

description: Measurement of Inorganics in air and particle phase at Kårvatn
DOI: 10.48597/cjc2-8frd
title: Measurement of Chloride at Birkenes

description: Measurement of Chloride at Birkenes
DOI: 10.48597/cpwk-qcgw
title: Measurement of pH at Tustervatn

description: Measurement of pH at Tustervatn
DOI: 10.48597/dd3a-pgah
title: Measurement of Ammonium at Nausta

description: Measurement of Ammonium at Nausta
DOI: 10.48597/dj6t-7nnz
title: Measurement of Nitrate at Kårvatn

description: Measurement of Nitrate at Kårvatn
DOI: 10.48597/dp9v-4qfk
title: Measurement of Nitrate at Karpbukt

description: Measurement of Nitrate at Karpbukt
DOI: 10.48597/dpvb-pgss
title: Measurement of Inorganics in precipitation at Birkenes

description: Measurement of Inorganics in precipitation at Birkenes
DOI: 10.48597/dudg-5wnu
title: Measurement of Conductivity at Treungen

description: Measurement of Conductivity at Treungen
DOI: 10.48597/dy4y-pvhq
title: Measurement of Chloride at Nausta

description: Measurement of Chloride at Nausta
DOI: 10.48597/e4nr-nnsj
title: Measurement of Sulphate_total at Karpbukt

description: Measurement of Sulphate_total at Karpbukt
DOI: 10.48597/ecqc-y58f
title: Measurement of Chloride at Høylandet

description: Measurement of Chloride at Høylandet
DOI: 10.48597/f9mv-mjjv
title: Measurement of Nitrate at Vikedal

description: Measurement of Nitrate at Vikedal
DOI: 10.48597/f9qu-2sm2
title: Measurement of Calcium at Nausta

description: Measurement of Calcium at Nausta
DOI: 10.48597/fd9f-wuqy
title: Measurement of Chloride at Vatnedalen

description: Measurement of Chloride at Vatnedalen
DOI: 10.48597/fkh3-8wxd
title: Measurement of Nitrate at Haukeland

description: Measurement of Nitrate at Haukeland
DOI: 10.48597/fsbz-dg5p
title: Measurement of Calcium at Vatnedalen

description: Measurement of Calcium at Vatnedalen
DOI: 10.48597/fu3w-cm4n
title: Measurement of Sulphate_total at Nausta

description: Measurement of Sulphate_total at Nausta
DOI: 10.48597/gu2x-8ce6
title: Measurement of Inorganics in precipitation at Vikedal

description: Measurement of Inorganics in precipitation at Vikedal
DOI: 10.48597/gvts-hjaa
title: Measurement of Sodium at Karpbukt

description: Measurement of Sodium at Karpbukt
DOI: 10.48597/gzka-qq3f
title: Measurement of Sulphate_corrected at Karpbukt

description: Measurement of Sulphate_corrected at Karpbukt
DOI: 10.48597/h9as-qd8m
title: Measurement of Inorganics in precipitation at Nausta

description: Measurement of Inorganics in precipitation at Nausta
DOI: 10.48597/hxk2-dehs
title: Measurement of Inorganics in precipitation at Ny-Ålesund

description: Measurement of Inorganics in precipitation at Ny-Ålesund
DOI: 10.48597/hyyb-t8ua
title: Measurement of Sulphate_corrected at Ny-Ålesund

description: Measurement of Sulphate_corrected at Ny-Ålesund
DOI: 10.48597/j7f2-f3a8
title: Measurement of pH at Nausta

description: Measurement of pH at Nausta
DOI: 10.48597/jh4k-cxuj
title: Measurement of Sodium at Nausta

description: Measurement of Sodium at Nausta
DOI: 10.48597/js3f-9pag
title: Measurement of Nitrate at Nausta

description: Measurement of Nitrate at Nausta
DOI: 10.48597/juwj-znz6
title: Measurement of Sum_nitric_acid_and_nitrate at Kårvatn

description: Measurement of Sum_nitric_acid_and_nitrate at Kårvatn
DOI: 10.48597/kjka-marh
title: Measurement of pH at Karpbukt

description: Measurement of pH at Karpbukt
DOI: 10.48597/kmcr-femx
title: Measurement of Potassium at Vikedal

description: Measurement of Potassium at Vikedal
DOI: 10.48597/kqfr-dxsy
title: Measurement of Potassium at Haukeland

description: Measurement of Potassium at Haukeland
DOI: 10.48597/ksya-kbur
title: Measurement of Ammonium at Vatnedalen

description: Measurement of Ammonium at Vatnedalen
DOI: 10.48597/m2p8-mzkv
title: Measurement of pH at Birkenes

description: Measurement of pH at Birkenes
DOI: 10.48597/m6cz-vawq
title: Measurement of Conductivity at Vikedal

description: Measurement of Conductivity at Vikedal
DOI: 10.48597/mxr4-pvw9
title: Measurement of Inorganics in air and particle phase at Kårvatn

description: Measurement of Inorganics in air and particle phase at Kårvatn
DOI: 10.48597/mzgt-hhtz
title: Measurement of Sodium at Haukeland

description: Measurement of Sodium at Haukeland
DOI: 10.48597/n3vs-d2kq
title: Measurement of Potassium at Vatnedalen

description: Measurement of Potassium at Vatnedalen
DOI: 10.48597/nj79-tv6f
title: Measurement of Inorganics in precipitation at Birkenes

description: Measurement of Inorganics in precipitation at Birkenes
DOI: 10.48597/nm6t-rsc4
title: Measurement of pH at Vikedal

description: Measurement of pH at Vikedal
DOI: 10.48597/nq8j-qhwe
title: Measurement of Inorganics in precipitation at Haukeland

description: Measurement of Inorganics in precipitation at Haukeland
DOI: 10.48597/nr5s-xtmw
title: Measurement of Inorganics in precipitation at Birkenes

description: Measurement of Inorganics in precipitation at Birkenes
DOI: 10.48597/nsnu-tj7d
title: Measurement of Calcium at Birkenes

description: Measurement of Calcium at Birkenes
DOI: 10.48597/pbyg-j874
title: Measurement of Magnesium at Karpbukt

description: Measurement of Magnesium at Karpbukt
DOI: 10.48597/pjka-3nwa
title: Measurement of Ammonium at Birkenes

description: Measurement of Ammonium at Birkenes
DOI: 10.48597/ptaj-z2sh
title: Measurement of Inorganics in precipitation at Karpbukt

description: Measurement of Inorganics in precipitation at Karpbukt
DOI: 10.48597/qqnj-up7t
title: Measurement of Chloride at Vikedal

description: Measurement of Chloride at Vikedal
DOI: 10.48597/qrjg-cmnd
title: Measurement of Precipitation_amount at Brekkebygda

description: Measurement of Precipitation_amount at Brekkebygda
DOI: 10.48597/r6he-xquh
title: Measurement of pH at Haukeland

description: Measurement of pH at Haukeland
DOI: 10.48597/rasv-6awj
title: Measurement of Inorganics in precipitation at Ny-Ålesund

description: Measurement of Inorganics in precipitation at Ny-Ålesund
DOI: 10.48597/s97r-53pk
title: Measurement of Precipitation_amount at Haukeland

description: Measurement of Precipitation_amount at Haukeland
DOI: 10.48597/sb5f-ty7r
title: Measurement of Sum_ammonia_and_ammonium at Kårvatn

description: Measurement of Sum_ammonia_and_ammonium at Kårvatn
DOI: 10.48597/sbvv-737e
title: Measurement of Conductivity at Haukeland

description: Measurement of Conductivity at Haukeland
DOI: 10.48597/t2t3-s7vr
title: Measurement of Inorganics in air and particle phase at Ny-Ålesund - Nordpolhotellet

description: Measurement of Inorganics in air and particle phase at Ny-Ålesund - Nordpolhotellet
DOI: 10.48597/tdta-5dh3
title: Measurement of Sulphate_corrected at Nausta

description: Measurement of Sulphate_corrected at Nausta
DOI: 10.48597/tstm-hngb
title: Measurement of Ammonium at Vikedal

description: Measurement of Ammonium at Vikedal
DOI: 10.48597/ucxd-r845
title: Measurement of Sulphate_corrected at Vikedal

description: Measurement of Sulphate_corrected at Vikedal
DOI: 10.48597/uhy9-sxer
title: Measurement of Precipitation_amount at Nausta

description: Measurement of Precipitation_amount at Nausta
DOI: 10.48597/v53e-sfzb
title: Measurement of Calcium at Birkenes

description: Measurement of Calcium at Birkenes
DOI: 10.48597/v98a-rhvh
title: Measurement of Inorganics in precipitation at Ny-Ålesund

description: Measurement of Inorganics in precipitation at Ny-Ålesund
DOI: 10.48597/vdxm-3665
title: Measurement of Ammonium at Kårvatn

description: Measurement of Ammonium at Kårvatn
DOI: 10.48597/vmqw-wkyc
title: Measurement of Chloride at Kårvatn

description: Measurement of Chloride at Kårvatn
DOI: 10.48597/wn2m-5b6k
title: Measurement of Calcium at Vikedal

description: Measurement of Calcium at Vikedal
DOI: 10.48597/wqdk-2ux9
title: Measurement of Ammonium at Kårvatn

description: Measurement of Ammonium at Kårvatn
DOI: 10.48597/xs5k-y3zw
title: Measurement of Potassium at Nausta

description: Measurement of Potassium at Nausta
DOI: 10.48597/xyee-gcnb
title: Measurement of Conductivity at Løken

description: Measurement of Conductivity at Løken
DOI: 10.48597/xz7m-5g9e
title: Measurement of Inorganics in precipitation at Birkenes

description: Measurement of Inorganics in precipitation at Birkenes
DOI: 10.48597/y9gn-jrh3
title: Measurement of Calcium at Karpbukt

description: Measurement of Calcium at Karpbukt
DOI: 10.48597/ypdu-6czr
title: Measurement of Ammonium at Haukeland

description: Measurement of Ammonium at Haukeland
DOI: 10.48597/yyg2-t8ey
title: Measurement of Sum_nitric_acid_and_nitrate at Kårvatn

description: Measurement of Sum_nitric_acid_and_nitrate at Kårvatn
DOI: 10.48597/zbha-v7xc
title: Measurement of Nitrate at Vatnedalen

description: Measurement of Nitrate at Vatnedalen
DOI: 10.48597/zqtc-9ssy
title: Measurement of Pm10_mass at Marsa Matruh

description: Measurement of Pm10_mass at Marsa Matruh
DOI: 10.48597/zsf4-esm2
title: Measurement of Inorganics in precipitation at Nausta

description: Measurement of Inorganics in precipitation at Nausta
DOI: 10.48597/zuhz-kmjm
title: Measurement of Calcium at Haukeland

description: Measurement of Calcium at Haukeland
DOI: 10.48597/2664-j5h2
title: Measurement of Nitrogen_dioxide at Hurdal

description: Measurement of Nitrogen_dioxide at Hurdal
DOI: 10.48597/2kcu-kbpg
title: Measurement of Inorganics in air and particle phase at Birkenes II

description: Measurement of Inorganics in air and particle phase at Birkenes II
DOI: 10.48597/3m63-a79z
title: Measurement of Pm25_mass at Morvan

description: Measurement of Pm25_mass at Morvan
DOI: 10.48597/3w6y-vhyu
title: Measurement of Pm10_mass at Peyrusse Vieille

description: Measurement of Pm10_mass at Peyrusse Vieille
DOI: 10.48597/4qwn-hsj3
title: Measurement of Inorganics in precipitation at Hailuoto II

description: Measurement of Inorganics in precipitation at Hailuoto II
DOI: 10.48597/4sq2-jsg7
title: Measurement of Pressure at Revin

description: Measurement of Pressure at Revin
DOI: 10.5281/zenodo.10159224
title: SPIDER - Lumbar spine segmentation in MR images: a dataset and a public benchmark

description: This is a large publicly available multi-center lumbar spine magnetic resonance imaging (MRI) dataset with reference segmentations of vertebrae, intervertebral discs (IVDs), and spinal canal. The dataset includes 447 sagittal T1 and T2 MRI series from 218 studies of 218 patients with a history of low back pain. The data was collected from four different hospitals. There is an additional hidden test set, not available here, used in the accompanying SPIDER challenge on spider.grand-challenge.org. We share this data to encourage wider participation and collaboration in the field of spine segmentation, and ultimately improve the diagnostic value of lumbar spine MRI.
Which MRI studies are assigned to the training and validation sets can be found in the overview file. This file also provides the biological sex for all patients and the age for the patients for which this was available. It also includes a number of scanner and acquisition parameters for each individual MRI study. The dataset also comes with radiological gradings found in a separate file for the following degenerative changes:
1.    Modic changes (type I, II or III)
2.    Upper and lower endplate changes / Schmorl nodes (binary)
3.    Spondylolisthesis (binary)
4.    Disc herniation (binary)
5.    Disc narrowing (binary)
6.    Disc bulging (binary)
7.    Pfirrman grade (grade 1 to 5). 
All radiological gradings are provided per IVD level.
DOI: 10.5281/zenodo.8009680
title: SPIDER - Lumbar spine segmentation in MR images: a dataset and a public benchmark

description: This is a large publicly available multi-center lumbar spine magnetic resonance imaging (MRI) dataset with reference segmentations of vertebrae, intervertebral discs (IVDs), and spinal canal. The dataset includes 447 sagittal T1 and T2 MRI series from 218 studies of 218 patients with a history of low back pain. The data was collected from four different hospitals. There is an additional hidden test set, not available here, used in the accompanying SPIDER challenge on spider.grand-challenge.org. We share this data to encourage wider participation and collaboration in the field of spine segmentation, and ultimately improve the diagnostic value of lumbar spine MRI.