cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/2qb-jjc-5bb
title: Strophanthus gratus (Wall. & Hook.) Baill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2b7-1gt-kjb
title: Bupleurum praealtum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nzh-4c4-l8c
title: Strophanthus gratus (Wall. & Hook.) Baill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1za-64h-ath
title: Bupleurum subovatum Link ex Spreng.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4pg-x58-w3c
title: Strophanthus gratus (Wall. & Hook.) Baill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8x9-6sp-mnn
title: Bupleurum pachnospermum Pancic

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w6e-1er-hc0
title: Agdestis clematidea Moc. & Sessé ex DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fhv-vj6-1dt
title: Afrolicania elaeosperma Mildbr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hk7-5eb-b15
title: Ludwigia hyssopifolia (G. Don) Exell

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a6g-88w-dxg
title: Microstachys hispida (Mart.) F.Dietr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hhm-fzl-ffq
title: Bupleurum semicompositum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5zp-6vn-mk6
title: Afrolicania elaeosperma Mildbr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xzw-znp-qjk
title: Cleistanthus zenkeri Jabl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/szt-g3t-e2g
title: Cleistanthus zenkeri Jabl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/htw-pjn-a0m
title: Cleistanthus bipindensis Pax

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kpg-p5a-mmw
title: Cyrtogonone argentea (Pax) Prain

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g0t-0cb-y1d
title: Diospyros piscatoria Gürke

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yhs-50e-1x1
title: Anthurium amargalense Croat & M.M.Mora

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6rs-dr7-qha
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8cb-dm3-bc9
title: Gilbertiodendron pachyanthum (Harms) J.Léonard

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/m3c-p3v-bze
title: Strophanthus thollonii Franch.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xe7-rvz-980
title: Strophanthus thollonii Franch.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fxg-w9w-ht9
title: Microstachys corniculata (Vahl) A.Juss. ex Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/z4s-cqx-q84
title: Microstachys corniculata (Vahl) A.Juss. ex Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hm9-ncy-s20
title: Piper insectifugum C. DC. ex Seem.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x4p-3d9-skt
title: Dactyladenia cinerea (Engl. ex De Wild.) Prance & F. White

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a71-74q-0j0
title: Microstachys corniculata (Vahl) A.Juss. ex Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ve4-f4k-kez
title: Piper insectifugum C. DC. ex Seem.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/4rs5wpvckz
title: Realistic License Plate Restoration and Recognition Dataset (RLPR)

description: [Dataset Description]
This dataset was constructed to facilitate the development of methods aimed at improving image quality and recognition accuracy of license plates captured from dashcam videos. It contains paired low-quality license plate video sequences and corresponding high-quality target images, enabling quality enhancement model training and evaluation.
Each sample includes a sequence of 31 low-quality license plate frames alongside a single high-quality license plate image that serves as the target (pseudo-ground truth) for quality enhancement. This dataset can be used for training models to enhance image quality and includes recognition labels for assessing recognition accuracy. Additionally, the dataset provides outputs obtained using the MF-LPR² model proposed in our paper, offering a benchmark for performance comparison.

[Dataset Contents] 
1) Low-Quality (LQ) License Plate Image Sequences 
- 31 frames per sequence.
2) High-Quality (HQ) License Plate Images (Pseudo-Ground Truth) 
- Includes both the original images and versions cropped to the Region of Interest (ROI).
- ROI coordinates provided.
3) License Plate Recognition Label 
- For privacy reasons, only the numerical characters of the license plate are provided.
4) MF-LPR² Model Super-Resolution (SR) Results 
- Outputs generated by the proposed MF-LPR² model 
5) Homography Transformation Coordinates 
- Coordinates for aligning low- and high-quality images 
- Utility tool is also provided

[Citation]
When using this dataset, please cite the following paper:
Na, K., Oh, J., Cho, Y., Kim, B., Cho, S., Choi, J., & Kim, I. (2025). MF-LPR2: Multi-frame license plate image restoration and recognition using optical flow. Computer Vision and Image Understanding, 256, 104361.

[Disclaimer] 
All Korean Hangul characters in the license plate regions have been pseudonymized using targeted blurring techniques. In the low-resolution (LR) image sequences, the frames have been cropped to the license plate region to minimize the exposure of the surrounding vehicle or environment. In some cases, small portions of the vehicle may remain visible due to cropping margins. The recognition labels contain only numerical values. No GPS metadata, timestamps, vehicle make/model information, or environmental background data is included in this dataset.

This dataset is released strictly for non-commercial, academic research purposes. By accessing or using this dataset, you agree to the following terms:
* You will not attempt any form of re-identification or misuse of the data.
* You will not use the dataset for surveillance, law enforcement, or any commercial applications.
* You will cite the original paper when publishing any results that use this dataset.
* You will comply with all applicable data protection and privacy laws.
The authors and their affiliated institutions assume no legal responsibility for any use of this dataset that extends beyond its intended academic research purpose.
DOI: 10.3535/4ly-6bl-m5m
title: Nuphar japonica DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/4rs5wpvckz.2
title: Realistic License Plate Restoration and Recognition Dataset (RLPR)

description: [Dataset Description]
This dataset was constructed to facilitate the development of methods aimed at improving image quality and recognition accuracy of license plates captured from dashcam videos. It contains paired low-quality license plate video sequences and corresponding high-quality target images, enabling quality enhancement model training and evaluation.
Each sample includes a sequence of 31 low-quality license plate frames alongside a single high-quality license plate image that serves as the target (pseudo-ground truth) for quality enhancement. This dataset can be used for training models to enhance image quality and includes recognition labels for assessing recognition accuracy. Additionally, the dataset provides outputs obtained using the MF-LPR² model proposed in our paper, offering a benchmark for performance comparison.

[Dataset Contents] 
1) Low-Quality (LQ) License Plate Image Sequences 
- 31 frames per sequence.
2) High-Quality (HQ) License Plate Images (Pseudo-Ground Truth) 
- Includes both the original images and versions cropped to the Region of Interest (ROI).
- ROI coordinates provided.
3) License Plate Recognition Label 
- For privacy reasons, only the numerical characters of the license plate are provided.
4) MF-LPR² Model Super-Resolution (SR) Results 
- Outputs generated by the proposed MF-LPR² model 
5) Homography Transformation Coordinates 
- Coordinates for aligning low- and high-quality images 
- Utility tool is also provided

[Citation]
When using this dataset, please cite the following paper:
Na, K., Oh, J., Cho, Y., Kim, B., Cho, S., Choi, J., & Kim, I. (2025). MF-LPR2: Multi-frame license plate image restoration and recognition using optical flow. Computer Vision and Image Understanding, 256, 104361.

[Disclaimer] 
All Korean Hangul characters in the license plate regions have been pseudonymized using targeted blurring techniques. In the low-resolution (LR) image sequences, the frames have been cropped to the license plate region to minimize the exposure of the surrounding vehicle or environment. In some cases, small portions of the vehicle may remain visible due to cropping margins. The recognition labels contain only numerical values. No GPS metadata, timestamps, vehicle make/model information, or environmental background data is included in this dataset.

This dataset is released strictly for non-commercial, academic research purposes. By accessing or using this dataset, you agree to the following terms:
* You will not attempt any form of re-identification or misuse of the data.
* You will not use the dataset for surveillance, law enforcement, or any commercial applications.
* You will cite the original paper when publishing any results that use this dataset.
* You will comply with all applicable data protection and privacy laws.
The authors and their affiliated institutions assume no legal responsibility for any use of this dataset that extends beyond its intended academic research purpose.
DOI: 10.3535/5p3-vqp-c9f
title: Microstachys corniculata (Vahl) A.Juss. ex Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/js7-hqj-z3j
title: Microstachys corniculata (Vahl) A.Juss. ex Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/w3yhkp6zxn
title: Dataset GRC

description: The dataset provides analytical calculation and GRC to supplement the following article: Analytical Dataset to Determine Squeezing Potential of Deep Tunnels
DOI: 10.3535/lc9-c4n-bzx
title: Microstachys corniculata (Vahl) A.Juss. ex Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y55-sfp-6ap
title: Microstachys corniculata (Vahl) A.Juss. ex Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fk6-377-8dn
title: Microstachys corniculata (Vahl) A.Juss. ex Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yq2-ak8-ynr
title: Microstachys hispida (Mart.) F.Dietr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/w3yhkp6zxn.2
title: Dataset GRC

description: The dataset provides analytical calculation and GRC to supplement the following article: Analytical Dataset to Determine Squeezing Potential of Deep Tunnels
DOI: 10.3535/swt-zwr-d3w
title: Bupleurum capillare Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/038-3ft-b2q
title: Microstachys hispida (Mart.) F.Dietr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7wb-wcz-ntv
title: Bupleurum aira Snogerup

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hpd-xaz-hx1
title: Bupleurum capillare Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/md9-6sa-l46
title: Phytolacca acinosa Roxb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/p5py5p6hmd
title: smartcity

description: relevate data with my letter
DOI: 10.3535/6fy-anp-hqa
title: Bupleurum commutatum Boiss. & Balansa

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ebn-dqp-7m8
title: Bupleurum flavicans Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/568-f00-1pf
title: Bupleurum flavum Forssk.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tpc-f11-345
title: Weissia controversa Hedw.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/p5py5p6hmd.1
title: smartcity

description: relevate data with my letter
DOI: 10.3535/ng5-prw-dgk
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w88-1jy-n2h
title: Bupleurum affine Sadler

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wfy-lsv-5x5
title: Bupleurum aequiradiatum (H. Wolff) Snogerup & B. Snogerup

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/q3e-vh4-nsz
title: Bupleurum aequiradiatum (H. Wolff) Snogerup & B. Snogerup

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/z8e-2yv-0al
title: Phytolacca polyandra Batalin

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1bh-8ht-z2y
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hzq-gg7-wpv
title: Bupleurum affine Sadler

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/eln-710-te3
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xkl-k5v-n34
title: Minuartia eurytanica (Boiss. & Heldr.) Hand.-Mazz.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5xa-g35-bwx
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bbd-0fk-g5k
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/148-1xv-1ez
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hwe-8a5-4ba
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/28f-zk4-vj4
title: Diospyros dendo Welw. ex Hiern

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1qw-f21-wqz
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hnc-hm0-kln
title: Diospyros dendo Welw. ex Hiern

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/m0t-qer-lnp
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qa5-m1s-4jx
title: Diospyros cinnabarina (Gürke) F.White

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.znyuyw
title: Occurrence Download

description: A dataset containing 7200619 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Nauru, American Samoa, Samoa, Cook Islands, Micronesia (Federated States of), Fiji, New Caledonia, French Polynesia, Guam, Kiribati, Marshall Islands, Niue, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Solomon Islands, Tokelau, Tonga, Tuvalu, Vanuatu, Wallis and Futuna)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7200619 records from 2556 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113260-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xse69
title: Occurrence Download

description: A dataset containing 8403 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clarkia unguiculata"
 ]
}

 The dataset includes 8403 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008804-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgrlnv
title: Occurrence Download

description: A dataset containing 637625977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 637625977 records from 13718 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071101-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68xg3n
title: Occurrence Download

description: A dataset containing 18051 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Venezuela (Bolivarian Republic of)",
 "Geometry POLYGON((-71.65442 10.73487,-71.76029 10.71848,-71.7678 10.57231,-71.63461 10.49581,-71.60456 10.56992,-71.58612 10.6635,-71.5827 10.73146,-71.65442 10.73487))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2020-2025"
 ]
}

 The dataset includes 18051 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006896-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc10t858
title: CCDC 947799: Experimental Crystal Structure Determination

description: Related Article: Gopal Chandru Senadi, Wan-Ping Hu, Siva Senthil Kumar Boominathan, and Jeh-Jeng Wang|2013|Adv.Synth.Catal.|355|3679|doi:10.1002/adsc.201300760
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc10t869
title: CCDC 947800: Experimental Crystal Structure Determination

description: Related Article: Gopal Chandru Senadi, Wan-Ping Hu, Siva Senthil Kumar Boominathan, and Jeh-Jeng Wang|2013|Adv.Synth.Catal.|355|3679|doi:10.1002/adsc.201300760
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc10t87b
title: CCDC 947801: Experimental Crystal Structure Determination

description: Related Article: Gopal Chandru Senadi, Wan-Ping Hu, Siva Senthil Kumar Boominathan, and Jeh-Jeng Wang|2013|Adv.Synth.Catal.|355|3679|doi:10.1002/adsc.201300760
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc10t88c
title: CCDC 947802: Experimental Crystal Structure Determination

description: Related Article: Gopal Chandru Senadi, Wan-Ping Hu, Siva Senthil Kumar Boominathan, and Jeh-Jeng Wang|2013|Adv.Synth.Catal.|355|3679|doi:10.1002/adsc.201300760
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.cvkbn2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Menemerus lesnei)",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen",
 "Year is 1979,2025",
 "Geometry POLYGON((-106.32445238 20.05162195,-60.96888768 20.05162195,-60.96888768 48.45066305,-106.32445238 48.45066305,-106.32445238 20.05162195))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011478-251009101135966/datasets/export for details.
DOI: 10.60712/si-id321151.1
title: StrainInfo SI-ID 321151.1

description: StrainInfo dataset 321151 about a strain of Pseudomonas syringae pv. syringae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321152.1
title: StrainInfo SI-ID 321152.1

description: StrainInfo dataset 321152 about a strain of Pseudomonas syringae pv. syringae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.