cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30341551.v1
title: A Unified Object Detection Method in Drone View with Degradation-Aware and Domain Adaptive Modeling

description: Reliable object detection in drone views is of great significance for security, surveillance, and environmental monitoring, yet it remains severely challenged by adverse weather and domain shifts. Existing methods struggle with three major obstacles: (1) the significant distribution shift between clean and degraded samples under diverse weather conditions prevents models from robustly capturing intrinsic object representations; (2) drone views often exhibit small-scale and low-resolution targets, where even minor image degradations can drastically impair detection performance; and (3) most prior methods lack a unified and effective all-weather detection framework. To this end, a unified object detection method with degradation-aware and domain adaptive modeling is proposed. First, we design a degradation-aware module (DAM) that leverages amplitude characteristics in the frequency domain to explicitly model degradation patterns, enabling the detector to perceive and adapt to various types of image quality deterioration. Second, we propose a domain-aware attention based restoration expert system (DA-RES). It disentangles shared and domain-specific representations through a combination of domain-shared and domain-specific encoders, which effectively suppresses category-irrelevant information while enhancing domain-specific useful cues. Finally, through embedding the degradation patterns identified by DAM into the target domain encoder, DA-RES performs multi-scale feature restoration guided by degradation priors, thereby strengthening the downstream detection module against complex adverse environments. Extensive experiments on multiple drone-view benchmarks demonstrate that the proposed framework achieves robust and unified detection performance under all-weather scenarios. In particular, our approach delivers substantial improvements over state-of-the-art methods in challenging degraded conditions.
DOI: 10.15468/dl.6k7vck
title: Occurrence Download

description: A dataset containing 926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((30 30,60 30,60 60,30 60,30 30))"
 ]
}

 The dataset includes 926 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011908-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30341551
title: A Unified Object Detection Method in Drone View with Degradation-Aware and Domain Adaptive Modeling

description: Reliable object detection in drone views is of great significance for security, surveillance, and environmental monitoring, yet it remains severely challenged by adverse weather and domain shifts. Existing methods struggle with three major obstacles: (1) the significant distribution shift between clean and degraded samples under diverse weather conditions prevents models from robustly capturing intrinsic object representations; (2) drone views often exhibit small-scale and low-resolution targets, where even minor image degradations can drastically impair detection performance; and (3) most prior methods lack a unified and effective all-weather detection framework. To this end, a unified object detection method with degradation-aware and domain adaptive modeling is proposed. First, we design a degradation-aware module (DAM) that leverages amplitude characteristics in the frequency domain to explicitly model degradation patterns, enabling the detector to perceive and adapt to various types of image quality deterioration. Second, we propose a domain-aware attention based restoration expert system (DA-RES). It disentangles shared and domain-specific representations through a combination of domain-shared and domain-specific encoders, which effectively suppresses category-irrelevant information while enhancing domain-specific useful cues. Finally, through embedding the degradation patterns identified by DAM into the target domain encoder, DA-RES performs multi-scale feature restoration guided by degradation priors, thereby strengthening the downstream detection module against complex adverse environments. Extensive experiments on multiple drone-view benchmarks demonstrate that the proposed framework achieves robust and unified detection performance under all-weather scenarios. In particular, our approach delivers substantial improvements over state-of-the-art methods in challenging degraded conditions.
DOI: 10.15468/dl.swgepr
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 -30,120 -30,120 0,90 0,90 -30))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011910-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wb2xzc
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dalbergia palo-escrito)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 91 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011911-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6aqpf
title: Occurrence Download

description: A dataset containing 83281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ramphastos vitellinus M.H.K.Lichtenstein, 1823",
 "HasCoordinate is true"
 ]
}

 The dataset includes 83281 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007031-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztkys4
title: Occurrence Download

description: A dataset containing 16704 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puya Molina"
 ]
}

 The dataset includes 16704 records from 282 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007050-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11481198
title: Egypt Gold Prices | Daily Updated
DOI: 10.15468/dl.svy2rc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trebania flavifrontalis Leech, 1889",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210580-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c39gxn
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aster ageratoides var. lasiocladus (Hayata) Hand.-Mazz."
 ]
}

 The dataset includes 179 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248101-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgusja
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphipoea fucosa Freyer, 1830",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210636-220831081235567/datasets/export for details.
DOI: 10.15468/dl.85sfd3
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhynchophorus ferrugineus (A.G.Olivier, 1791)",
 "Year 2013-2013"
 ]
}

 The dataset includes 25 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258455-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmgaws
title: Occurrence Download

description: A dataset containing 24119696 species occurrences available in GBIF matching the query:
{
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 24119696 records from 4004 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258440-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78n5d9
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mespilus germanica",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055568-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhmtvp
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mespilus germanica",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055567-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uk37ct
title: Occurrence Download

description: A dataset containing 17494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falco rusticolus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 17494 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055569-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwzkpw
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Moraea speciosa",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 84 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055570-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9g3hzb
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulva reticulata",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055571-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rk9qsz
title: Occurrence Download

description: A dataset containing 3102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesosphaerum suaveolens",
 "Country is Benin",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3102 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055572-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbrxtz
title: Occurrence Download

description: A dataset containing 323631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 323631 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055556-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bh79yy
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesosphaerum suaveolens",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055573-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5txzkt
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachemys dorbigni",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 339 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055574-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjttzv
title: Occurrence Download

description: A dataset containing 1468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pachymerium ferrugineum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1468 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055576-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bycx6b
title: Occurrence Download

description: A dataset containing 522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Palorus subdepressus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 522 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055575-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnrzh2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mespilus germanica",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055578-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5kskh
title: Occurrence Download

description: A dataset containing 8732 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agonus cataphractus"
 ]
}

 The dataset includes 8732 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055577-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyftrj
title: Occurrence Download

description: A dataset containing 121510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falco naumanni)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 121510 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055541-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvkafc
title: Occurrence Download

description: A dataset containing 1191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mespilus germanica",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1191 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055579-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yf9pu4
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemidactylus flaviviridis",
 "Country is Yemen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055582-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agaj3z
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osteospermum sinuatum",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 393 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055580-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5n58h
title: Occurrence Download

description: A dataset containing 2408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falco severus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2408 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055581-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfpbnk
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesosphaerum suaveolens",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 105 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055583-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ahbbz
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesosphaerum suaveolens",
 "Country is Ethiopia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055584-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7hb73
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tubastraea coccinea",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055585-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwndwm
title: Occurrence Download

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesosphaerum suaveolens",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 458 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055589-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdkfgr
title: Occurrence Download

description: A dataset containing 27922 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orcinus orca"
 ]
}

 The dataset includes 27922 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055586-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45gt8b
title: Occurrence Download

description: A dataset containing 648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mespilus germanica",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 648 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055587-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12590918
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.15468/dl.89n4cr
title: Occurrence Download

description: A dataset containing 335 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Othonna auriculifolia",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 335 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055590-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxrnj7
title: Occurrence Download

description: A dataset containing 2019 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammodytes marinus"
 ]
}

 The dataset includes 2019 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055592-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.