cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25442/hku.26211053
title: Embodied Neuromorphic Synergy for Lighting-robust Machine Vision [data]

description: In this research, inspired by the bio-principles governing the human pupillary control pathway, we devise and implement a novel neuromorphic exposure control (NEC) system. This innovation effectively alleviates the longstanding saturation problem that has plagued real-world intelligent machine vision systems operating under highly dynamic lighting conditions.The NEC resolves this challenge at its core by exploiting bio-principles found in peripheral vision to the computation of a novel trilinear event double integral (TEDI). This approach enables accurate connections between events and frames in the physics space for swift irradiance prediction, ultimately facilitating rapid control parameter updates.Our experimental results demonstrate the remarkable efficiency, low latency, superior generalization capability, and bio-inspired nature of the NEC in delivering timely and robust neuromorphic synergy for lighting-robust machine vision across a wide range of real-world applications. These applications encompass autonomous driving, mixed-reality, and three-dimensional reconstruction.
DOI: 10.25442/hku.26211053.v1
title: Embodied Neuromorphic Synergy for Lighting-robust Machine Vision [data]

description: In this research, inspired by the bio-principles governing the human pupillary control pathway, we devise and implement a novel neuromorphic exposure control (NEC) system. This innovation effectively alleviates the longstanding saturation problem that has plagued real-world intelligent machine vision systems operating under highly dynamic lighting conditions.The NEC resolves this challenge at its core by exploiting bio-principles found in peripheral vision to the computation of a novel trilinear event double integral (TEDI). This approach enables accurate connections between events and frames in the physics space for swift irradiance prediction, ultimately facilitating rapid control parameter updates.Our experimental results demonstrate the remarkable efficiency, low latency, superior generalization capability, and bio-inspired nature of the NEC in delivering timely and robust neuromorphic synergy for lighting-robust machine vision across a wide range of real-world applications. These applications encompass autonomous driving, mixed-reality, and three-dimensional reconstruction.
DOI: 10.4121/fa5c829d-0304-4c55-97d5-be1cafa318f9
title: Data from modeling published in the paper "Phase-space analysis of a two-section InP laser as an all-optical spiking neuron: dependency on control and design parameters"

description: This upload contains the complete Python code to generate the figures as shown in the paper "Phase-space analysis of a two-section InP laser as an all-optical spiking neuron: dependency on control and design parameters". The code comprises the Yamada rate equation model to calculate the carrier densities and photon number, as well as underlying compact models to simulate an integrated two-section laser neuron in the generic InP technology platform as mentioned in the paper. To calculate the outcome of the model, Pythons ODE solver is used. A 2D sweep function is implemented to generate the data for the 2D parameter sweep plot (figure 7). Alternatively, two addition folders with pre-generated data using this model is provided to generate this figure. All generated data is saved as figures directly, or in the numpy format.
DOI: 10.4121/fa5c829d-0304-4c55-97d5-be1cafa318f9.v1
title: Data from modeling published in the paper "Phase-space analysis of a two-section InP laser as an all-optical spiking neuron: dependency on control and design parameters"

description: This upload contains the complete Python code to generate the figures as shown in the paper "Phase-space analysis of a two-section InP laser as an all-optical spiking neuron: dependency on control and design parameters". The code comprises the Yamada rate equation model to calculate the carrier densities and photon number, as well as underlying compact models to simulate an integrated two-section laser neuron in the generic InP technology platform as mentioned in the paper. To calculate the outcome of the model, Pythons ODE solver is used. A 2D sweep function is implemented to generate the data for the 2D parameter sweep plot (figure 7). Alternatively, two addition folders with pre-generated data using this model is provided to generate this figure. All generated data is saved as figures directly, or in the numpy format.
DOI: 10.15468/dl.qbja8n
title: Occurrence Download

description: A dataset containing 1703888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Norway",
 "Repatriated is true"
 ]
}

 The dataset includes 1703888 records from 1580 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018917-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.222mfz
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((75.45568 32.70554,74.65557 32.70554,74.23182 30.76842,72.35524 28.22595,70.78133 28.22595,69.44956 27.62061,69.44956 26.71258,69.99437 25.80456,70.78133 24.77546,68.60207 24.10958,68.6626 23.32262,68.78367 21.32497,69.57063 20.71962,71.32614 20.35641,72.47631 21.08283,72.83952 17.5718,74.41343 12.60793,76.9559 8.12834,79.13516 8.24941,80.10372 5.58587,81.44865 4.91998,81.93293 8.0678,80.10372 10.36813,80.66169 12.18418,80.46693 14.78719,81.25388 15.81628,86.8968 20.29587,89.37873 21.32497,93.01083 23.68583,92.1028 25.92563,94.76634 27.19686,95.97704 29.19451,94.88741 29.19451,90.7105 27.56007,87.86535 27.92328,83.2647 29.61826,75.45568 32.70554))",
 "TaxonKey is Ziziphus xylopyrus (Retz.) Willd."
 ]
}

 The dataset includes 75 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018928-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12684058
title: Svalbox-DOM_2022-0022

description: Model description: Digital outcrop model of Hultberget, east Ragnardalen, Svalbard archipelago.Data availability:All uploaded archives are to be extracted to the same directory for a functional working environment, i.e., at the very least consisting of a project folder with the data and metashape subdirectories. The included processing report specifies the processing parameters that were used as input for the processing software (Agisoft Metashape, v1.7.2.12040).Exported model data use CRS epsg:32633.Show and visualise on Svalbox.no:Through Svalbox we aim to take geoscientific research and education to the next level – with the simple motto of placing all key information and data sets in their correct spatial position. We bring modern technology, in particular cost-effective digital outcrops, to complement more than 200 years of geoscientific research on Svalbard. Finally, Svalbox provides a sustainable platform for sharing results, workflows and teaching material with the wider geoscientific community.For more information, contact the Svalbox team at svalbox[at]gmail.com.This data set forms part of the Svalbox Digital Model Database.Please cite the database alongside this resource:Betlem, Peter and Rodes, Nil and Birchall, Thomas and Dahlin, Anders and Smyrak-Sikora, Aleksandra and Senger, Kim. The Svalbox Digital Model Database: A Geoscientific Window into the High Arctic. Geosphere (2023) 19 (6): 1640-1666. https://doi.org/10.1130/GES02606.1
DOI: 10.5281/zenodo.12684059
title: Svalbox-DOM_2022-0022

description: Model description: Digital outcrop model of Hultberget, east Ragnardalen, Svalbard archipelago.Data availability:All uploaded archives are to be extracted to the same directory for a functional working environment, i.e., at the very least consisting of a project folder with the data and metashape subdirectories. The included processing report specifies the processing parameters that were used as input for the processing software (Agisoft Metashape, v1.7.2.12040).Exported model data use CRS epsg:32633.Show and visualise on Svalbox.no:Through Svalbox we aim to take geoscientific research and education to the next level – with the simple motto of placing all key information and data sets in their correct spatial position. We bring modern technology, in particular cost-effective digital outcrops, to complement more than 200 years of geoscientific research on Svalbard. Finally, Svalbox provides a sustainable platform for sharing results, workflows and teaching material with the wider geoscientific community.For more information, contact the Svalbox team at svalbox[at]gmail.com.This data set forms part of the Svalbox Digital Model Database.Please cite the database alongside this resource:Betlem, Peter and Rodes, Nil and Birchall, Thomas and Dahlin, Anders and Smyrak-Sikora, Aleksandra and Senger, Kim. The Svalbox Digital Model Database: A Geoscientific Window into the High Arctic. Geosphere (2023) 19 (6): 1640-1666. https://doi.org/10.1130/GES02606.1
DOI: 10.14272/jdtnnfqgvpidit-mrrlhajbsa-m/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) ()
title: InChI=1S/C28H24F2N3.HI/c1-33-15-13-22(14-16-33)24-17-19-5-9-21(24)10-6-20-8-12-23(11-7-19)27(18-20)31-32-28-25(29)3-2-4-26(28)30;/h2-5,8-9,12-18H,6-7,10-11H2,1H3;1H/q+1;/p-1/b32-31+;

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/jdtnnfqgvpidit-mrrlhajbsa-m/chmo0000630
title: infrared absorption spectroscopy (IR) ()
title: InChI=1S/C28H24F2N3.HI/c1-33-15-13-22(14-16-33)24-17-19-5-9-21(24)10-6-20-8-12-23(11-7-19)27(18-20)31-32-28-25(29)3-2-4-26(28)30;/h2-5,8-9,12-18H,6-7,10-11H2,1H3;1H/q+1;/p-1/b32-31+;

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/jdtnnfqgvpidit-mrrlhajbsa-m/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) ()
title: InChI=1S/C28H24F2N3.HI/c1-33-15-13-22(14-16-33)24-17-19-5-9-21(24)10-6-20-8-12-23(11-7-19)27(18-20)31-32-28-25(29)3-2-4-26(28)30;/h2-5,8-9,12-18H,6-7,10-11H2,1H3;1H/q+1;/p-1/b32-31+;

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/jdtnnfqgvpidit-mrrlhajbsa-m/chmo0001146
title: 1H--13C heteronuclear single quantum coherence (1H-13C HSQC) ()
title: InChI=1S/C28H24F2N3.HI/c1-33-15-13-22(14-16-33)24-17-19-5-9-21(24)10-6-20-8-12-23(11-7-19)27(18-20)31-32-28-25(29)3-2-4-26(28)30;/h2-5,8-9,12-18H,6-7,10-11H2,1H3;1H/q+1;/p-1/b32-31+;

description: dataset for 1H--13C heteronuclear single quantum coherence (1H-13C HSQC)
DOI: 10.15468/dl.c77a8z
title: Occurrence Download

description: A dataset containing 2770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2770 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291650-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmgj6b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba orientalis O.Karabacak & L.Behçet"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062002-231120084113126/datasets/export for details.
DOI: 10.15468/dl.rscawg
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia swazica (R.A.Dyer) Bruyns"
 ]
}

 The dataset includes 30 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099634-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwjquw
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sclateria naevia (Gmelin, 1788)"
 ]
}

 The dataset includes 64 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085913-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kuck8c
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euconocephalus varius (Walker, 1869)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 110 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0303473-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfermb
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachystephanus africanus S.Moore"
 ]
}

 The dataset includes 268 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099658-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejuzd6
title: Occurrence Download

description: A dataset containing 2423859 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.18066 -22.83188,-57.26074 -22.83188,-57.26074 -14.68457,-57.26074 -9.96344,-70.18066 -9.96344,-70.18066 -22.83188))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2423859 records from 1173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085965-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfbka7
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piper hartwegianum (Benth.) C.DC."
 ]
}

 The dataset includes 61 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065398-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhvpxl
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aegilops L.",
 "Country is Lebanon"
 ]
}

 The dataset includes 461 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066620-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chfsgv
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2010-2019",
 "Geometry POLYGON((-74.70703 -54.77535,-66.26953 -56.55948,-64.86328 -54.57206,-66.97266 -51.61802,-65.21484 -46.55886,-59.23828 -40.71396,-54.66797 -38.54817,-56.77734 -33.13755,-54.31641 -27.9944,-59.58984 -19.97335,-63.45703 -13.23995,-64.86328 -9.79568,-68.02734 -4.91583,-67.67578 0,-82.08984 2.1089,-83.14453 -4.21494,-78.57422 -15.62304,-72.24609 -18.97903,-72.59766 -25.48295,-74.35547 -34.59704,-74.70703 -43.83453,-76.81641 -50.51343,-74.70703 -54.77535))",
 "HasCoordinate is true",
 "TaxonKey is Liolaemus nitidus (Wiegmann, 1834)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 47 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013619-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbsyvs
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia heterotricha Wurdack"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173751-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shqvug
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malaxis alvaroi García-Cruz, R.Jiménez & L.Sánchez"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173752-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qqupp
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "TaxonKey is Andrena algida Smith, 1853"
 ]
}

 The dataset includes 364 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019922-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mphpd3
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aegilops L.",
 "Country is Lebanon"
 ]
}

 The dataset includes 461 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066621-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxzheg
title: Occurrence Download

description: A dataset containing 3243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anadenanthera colubrina (Vell.) Brenan",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 3243 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013622-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6va3gr
title: Occurrence Download

description: A dataset containing 509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melanthium woodii (J.W.Robbins ex Alph.Wood) Bodkin"
 ]
}

 The dataset includes 509 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173754-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qru33d
title: Occurrence Download

description: A dataset containing 1277552378 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 1277552378 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018185-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wedwfh
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aegilops L.",
 "Country is Lebanon"
 ]
}

 The dataset includes 461 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066629-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lltnfj
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malanea spicata Müll.Arg."
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013622-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5q37h
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonicera schmitziana Roezl ex Dippel"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173753-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auzbe6
title: Occurrence Download

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nyctalus noctula (Schreber, 1774)",
 {
 "or" : [
 "Month is January",
 "Month is December",
 "Month is February"
 ]
 }
 ]
}

 The dataset includes 705 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066631-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qze5e4
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Dardanus sinistripes (Stimpson, 1859)"
 ]
}

 The dataset includes 348 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013623-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fn24cx
title: Occurrence Download

description: A dataset containing 15832 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is ZMMU MSU, White Sea Branch"
 ]
}

 The dataset includes 15832 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008375-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1z82l1
title: Occurrence Download

description: A dataset containing 854 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caracal caracal (Schreber, 1776)"
 ]
}

 The dataset includes 854 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066634-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vltqdp
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Passiflora cuatrecasasii Killip",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 38 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013626-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.