cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18299410
title: SimD3: Simulated Drone Detection Dataset

description: Dataset Organization

The SimD3 dataset contains a total of 1,78,639 synthetic RGB images, rendered at a fixed resolution of 1920 × 1080 pixels. The dataset is organized into three primary subsets, each released with predefined training, validation, and test splits:



Non-VFX subset:112,899 images, where both drones and birds are explicitly annotated.This subset supports supervised learning and evaluation for drone–bird discrimination.

VFX subset:46,086 images, where drones are annotated and bird-like motion is introduced using Unreal Engine Niagara visual effects.Birds in this subset are intentionally treated as dynamic background clutter and are not annotated.

Weather subset:19,654 images, rendered under adverse weather conditions such as fog and snow, with full annotations for drones and birds.


Across the entire dataset, images include frames containing only drones, only birds, and scenes where drones and birds appear simultaneously.

Each archive follows the directory structure:



images

labels


All annotations are provided in YOLOv5 format.

Classes

The dataset includes the following classes:



0: drone

1: bird


Note: In the VFX subset, birds appear visually but are not annotated and therefore do not appear in label files.

Image Properties



Resolution: 1920 × 1080 pixels

Minimum object size: ~5 pixels

Maximum object size: up to 20% of image area


Payload Modeling

Drone images with attached payloads can be identified using filename prefixes. The naming convention encodes drone type and payload:



H, Q, O denote hexacopter, quadcopter, and octocopter platforms



BAG, BOX, GUN indicate payload types

 



Intended Use

SimD3 is intended for academic research in drone detection, small-object detection, robustness analysis, domain generalization, and sim-to-real transfer. The dataset is suitable for training and evaluating real-time object detection models under diverse environmental and operational conditions.
DOI: 10.25549/wpacards-ouc11549502
title: WPA household census for 6627 ADAMSON AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11549501
title: WPA household census for 5931 LUBEC STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.5281/zenodo.18754808
title: Measured data from whitetopping slab, Rajhrad, the Czech Republic

description: Monitored data over five years from the first whitetopping in the Czech Republic. The data cover performance of a single slab 1750 x 2000 x 140 mm, instrumented with 12 vibrating wire gauges with temperature sensors. Gnuplot version 6.0 on LInux was used to plot the dataset. Further details about slab and data are referenced in related article.
DOI: 10.5281/zenodo.18754807
title: Measured data from whitetopping slab, Rajhrad, the Czech Republic

description: Monitored data over five years from the first whitetopping in the Czech Republic. The data cover performance of a single slab 1750 x 2000 x 140 mm, instrumented with 12 vibrating wire gauges with temperature sensors. Gnuplot version 6.0 on LInux was used to plot the dataset. Further details about slab and data are referenced in related article.
DOI: 10.25549/wpacards-ouc11549393
title: WPA household census for 5919 LUBEC STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-153487
title: WPA household census for 5913 LUBEC STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11549477
title: WPA household census for 5921 LUBEC STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.zb4xet
title: Occurrence Download

description: A dataset containing 3287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Chenopodium glaucum",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 3287 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006382-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-ouc11549385
title: WPA household census for 6624 EL SALINDA AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.zf6xmj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hydroptila voticia, Stenophylax curvidens, Scelotrichia glandulosa, Cheumatopsyche sexfasciata, Cheumatopsyche trifida, Cheumatopsyche obtusa, Orthotrichia nigrovillosa, Dolophilodes natalensis, Chimarra pectinella, Hydroptila mazumbaiensis, Triaenodes prosynskii, Ollieopteryx inopinata, Pisulia stoltzei, Pseudoneureclipsis, Triaenodes ghana, Cheumatopsyche falcifera, Triaenodes longispinus, Chimarra cebegepi, Ironoquia dubia, Ironoquia, Orthotrichia petiti, Cheumatopsyche campyla, Petrothrincus scottae, Triaenodes tofanus, Orthotrichia barnardi, Lepidostoma macroceron, Triaenodes contartus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "Issue" : [
 "is one of (Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Modified date invalid)"
 ]
 }
 },
 "Geometry MULTIPOLYGON (((43.888 -16.3914, 43.9114 -16.4108, 43.9142 -16.4125, 43.9447 -16.4246, 43.9775 -16.4261, 44.0091 -16.4169, 44.0359 -16.398, 44.0552 -16.3714, 44.0648 -16.3402, 43.8646 -16.3402, 43.8716 -16.3658, 43.888 -16.3914)), ((45.1136 -25.6939, 45.1495 -25.7051, 45.187 -25.7022, 46.5135 -25.3402, 44.4503 -25.3402, 45.1136 -25.6939)), ((44.3278 -25.3729, 44.3587 -25.3676, 44.3884 -25.3575, 44.4115 -25.3402, 44.2371 -25.3402, 44.2444 -25.3489, 44.2694 -25.3652, 44.298 -25.3735, 44.3278 -25.3729)), ((37.6272 -46.8232, 37.5487 -46.8519, 37.5408 -46.8564, 37.5408 -47.0354, 37.5639 -47.044, 37.5962 -47.045, 37.9207 -47.0019, 37.9523 -46.9922, 37.979 -46.9727, 37.9979 -46.9455, 38.0069 -46.9137, 38.005 -46.8807, 37.9925 -46.8501, 37.9706 -46.8252, 37.9065 -46.773, 37.8765 -46.7562, 37.8427 -46.7506, 37.809 -46.7566, 37.8063 -46.7576, 37.7981 -46.7468, 37.77 -46.7282, 37.7374 -46.72, 37.7338 -46.7197, 37.7042 -46.7219, 37.6766 -46.7326, 37.6533 -46.7509, 37.6364 -46.7753, 37.6274 -46.8035, 37.6272 -46.8232)), ((38.0062 -46.5737, 37.9938 -46.5464, 37.974 -46.5239, 37.9483 -46.5083, 37.946 -46.5074, 37.9134 -46.4998, 37.8801 -46.5035, 37.85 -46.5179, 37.8456 -46.5222, 37.8272 -46.5314, 37.8006 -46.5507, 37.7817 -46.5777, 37.7726 -46.6093, 37.7743 -46.6422, 37.7865 -46.6728, 37.808 -46.6977, 37.8693 -46.7488, 37.8973 -46.7652, 37.9291 -46.7719, 37.9614 -46.7679, 37.9906 -46.7539, 38.0139 -46.7312, 38.0286 -46.7023, 38.0333 -46.6701, 38.0275 -46.6382, 38.0071 -46.5814, 38.0062 -46.5737)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006384-260221153910048/datasets/export for details.
DOI: 10.25549/wpacards-c8-153517
title: WPA household census for 6512 EL SALINDA AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11578892
title: WPA household census for 6211 GARFIELD AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11550417
title: WPA household census for 4433 59TH STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.m8em2v
title: Occurrence Download

description: A dataset containing 2535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyacophila torrentium"
 ]
}

 The dataset includes 2535 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006383-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-c8-153544
title: WPA household census for 4424 EAST 59TH PLACE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-153547
title: WPA household census for 4430 EAST 59TH PLACE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.es58ug
title: Occurrence Download

description: A dataset containing 5169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyacophila tristis"
 ]
}

 The dataset includes 5169 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006385-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-c8-153553
title: WPA household census for 4442 EAST 59TH PLACE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11550394
title: WPA household census for 4442 1/2 EAST 59TH PLACE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11550312
title: WPA household census for 4446 1/2 EAST 59TH PLACE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11572466
title: WPA household census for 6927 BELL GARDEN AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11572469
title: WPA household census for 6926 CHANSLOR AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11572804
title: WPA household census for 5556 GAGE AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-151851
title: WPA household census for 5952 GAGE AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.jqnsec
title: Occurrence Download

description: A dataset containing 6389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyacophila vulgaris"
 ]
}

 The dataset includes 6389 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006386-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-ouc11573072
title: WPA household census for 6943 BELL GARDEN AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-151203
title: WPA household census for 7806 TELEGRAPH RD, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.34740/kaggle/dsv/14943248
title: Global AI & Data Jobs Salary Dataset