cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.pke74p
title: Occurrence Download

description: A dataset containing 374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Tropicos MO Specimen Data",
 "Geometry POLYGON((47.1473 -15.23326,47.7004 -15.60984,48.22995 -15.33329,48.42413 -14.89787,48.36529 -14.43892,47.90045 -14.10354,47.53564 -14.30359,47.19437 -14.73901,47.1473 -15.23326))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 374 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022828-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nswsnt
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cervus nippon"
 ]
}

 The dataset includes 119 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022827-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17556855
title: Underwater images collected by  Scuba diving in Rodrigues, Mauritius - 2019-05-23

description: This dataset was collected by  Scuba diving in Rodrigues, Mauritius - 2019-05-23. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
DOI: 10.5281/zenodo.18656576
title: Bangwa Warbler Acoustic Recogniser Data

description: This dataset contains WAV recordings and PNG spectrograms of the African songbird Bangwa Warbler (Bradypterus bangwaensis). The PNG spectrograms were used to train and evaluate an automated ResNet18-based classifier, while the WAV recordings were used to create a custom BirdNET species‑specific model (BirdNET-Analyzer version). The dataset is organised into folders representing training, validation, and testing sets.

This dataset accompanies the publication: Winiarska, D., Budka, M. Reproducing a year‑round expert survey with deep learning.



 

Code for using the PNG dataset, including the full training and evaluation pipeline, is available at: https://github.com/dwiniarska/Bangwa-Warbler-Acoustic-Recogniser

 

Folder structure:

 



PNG



│


├── training_thresholds/       # PNG sets used for training with reduced data



│


├── train/       # Training spectrograms (default 320 positive/960 negative)



│


├── val/       # Validation spectrograms 



│


└── test/       # Test set spectrograms

 

WAV



│




├── training_samples/       # 5-sec audio clips used for training

│

├── validation/       # 5-sec audio clips used for validation
│

└── test/       # 1-minute audio files for year-round inference
DOI: 10.5281/zenodo.18656577
title: Bangwa Warbler Acoustic Recogniser Data

description: This dataset contains WAV recordings and PNG spectrograms of the African songbird Bangwa Warbler (Bradypterus bangwaensis). The PNG spectrograms were used to train and evaluate an automated ResNet18-based classifier, while the WAV recordings were used to create a custom BirdNET species‑specific model (BirdNET-Analyzer version). The dataset is organised into folders representing training, validation, and testing sets.

This dataset accompanies the publication: Winiarska, D., Budka, M. Reproducing a year‑round expert survey with deep learning.



 

Code for using the PNG dataset, including the full training and evaluation pipeline, is available at: https://github.com/dwiniarska/Bangwa-Warbler-Acoustic-Recogniser

 

Folder structure:

 



PNG



│


├── training_thresholds/       # PNG sets used for training with reduced data



│


├── train/       # Training spectrograms (default 320 positive/960 negative)



│


├── val/       # Validation spectrograms 



│


└── test/       # Test set spectrograms

 

WAV



│




├── training_samples/       # 5-sec audio clips used for training

│

├── validation/       # 5-sec audio clips used for validation
│

└── test/       # 1-minute audio files for year-round inference
DOI: 10.15468/dl.ngc4zr
title: Occurrence Download

description: A dataset containing 727 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gazella bennettii"
 ]
}

 The dataset includes 727 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024449-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/t4n-pxp-0wk
title: Allophylus racemosus (L.) Radlk.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zgc-87y-e7s
title: Astragalus argyroides Beck

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.esfh4u
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Accipiter luteoschistaceus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075175-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4dw-1n4-mtw
title: Fingerhuthia africana Nees ex Lehm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/a6c-m51-qew
title: Agrostis flaccida Hack.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jtt-6jn-pkd
title: Cleistogenes serotina (L.) Keng

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7wp-tlm-haw
title: Cleistogenes serotina (L.) Keng

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9x4-583-87v
title: Pseudobombax palmeri (S. Watson) Dugand

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lwz-7bf-ndz
title: Alliaria petiolata (M. Bieb.) Cavara & Grande

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z1y-3ec-ln1
title: Adiantum mynsseniae J. Prado

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yg4-6qs-1c3
title: Doryopteris J. Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0dd-gbw-4a5
title: Conzattia multiflora (B.L.Rob.) Standl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/egn-a26-979
title: Pteris leptophylla Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7b8-hsg-r1e
title: Buxus harlandii Hance

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/eff-4tl-ete
title: Astragalus cyclophyllos Beck

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q9z-95x-fll
title: Zanthoxylum acuminatum (Sw.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/crp-z5s-9v3
title: Ficus longipedunculata Rech.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y25-r1t-vt2
title: Agrostis gigantea Roth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.58a39g
title: Occurrence Download

description: A dataset containing 905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Accipiter madagascariensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 905 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075176-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/bf9-wdk-lea
title: Desmodium hartwegianum var. amans (S.Watson) B.G.Schub.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d4h-1ht-p92
title: Physalis melanocystis (B. L. Rob.) Bitter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7qq-9vq-301
title: Anoectangium Schwägr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jsw-fbz-47p
title: Saurauia montana Seem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0wl-9hn-s69
title: Ceratodon crassinervis Lorentz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/49m-sv7-lvq
title: Pimpinella arguta Diels

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dmz-xax-v5j
title: Munroa pulchella (Kunth) Amarilla

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/25b-mwg-dd6
title: Rytidosperma pumilum (Kirk) Clayton & Renvoize ex Connor & Edgar

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ymx-602-j6j
title: Anemia jaliscana Maxon

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/plp-xle-05a
title: Cladoraphis cyperoides (Thunb.) S.M.Phillips

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x3w-c32-2sm
title: Eragrostis gummiflua Nees

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zeh-rzq-cdp
title: Conardia compacta (Müll. Hal.) H. Rob.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ex8-chk-xn4
title: Hieracium apricorum Dichtl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ryv-fx6-pg2
title: Diplachne fusca (L.) P.Beauv. ex Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p81-wp6-1gz
title: Aster L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7ga-rc7-r03
title: Lacistema aggregatum (P. J. Bergius) Rusby

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zbe-m34-fk3
title: Momordica pterocarpa Hochst. ex A. Rich.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dz5-p3v-hwt
title: Hieracium subspeciosum subsp. subspeciosum

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z4e-5zf-x10
title: Verrucaria xyloxena Norman

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/85v-gms-bq0
title: Poa badensis Haenke ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/99k-31y-11w
title: Elymus violaceus (Hornem.) J.Feilberg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1j1-dmn-6ra
title: Cleistogenes hackelii (Honda) Honda

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t22-8mk-ecg
title: Pseudisothecium myosuroides (Brid.) Grout

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.47xt9e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Akysis fuliginatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075178-250717081556266/datasets/export for details.
DOI: 10.3535/8c2-wx0-p83
title: Heteropterys nitida (Lam.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/903-r8d-917
title: Niedenzuella acutifolia (Cav.) W. R. Anderson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bfb-7pp-j8e
title: Agrostis stolonifera L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0fg-zys-e0v
title: Triplasis purpurea (Walter) Chapm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kfq-te3-c6n
title: Poa alpina L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.v3nk4g
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clidemia macropetala"
 ]
}

 The dataset includes 37 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075179-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/17d-ktp-fk7
title: Festuca violacea Ser. ex Gaudin

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rvb-vlg-tbc
title: Niedenzuella lucida (A. Juss.) W. R. Anderson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f1f-zrx-tgw
title: Funaria gracilescens Schimp. ex Müll. Hal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0h6-8y6-ex0
title: Siphocampylus rusbyanus Britton

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v2x-vdr-yl4
title: Elymus caninus (L.) L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m84-1x0-1p9
title: Pogonarthria fleckii (Hack.) Hack.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zpd-z2g-vp6
title: Festuca violacea Ser. ex Gaudin

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ang-ezf-ay4
title: Hieracium lachenalii Suter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gtb-ndv-52m
title: Bauhinia Plum. ex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/26n-cq6-tv5
title: Aethionema saxatile subsp. saxatile

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j2c-jy1-c50
title: Cheiloclinium cognatum (Miers) A. C. Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xcr-rf7-dcl
title: Archidendropsis fournieri var. auriculata (Charpent. ex E.Fourn.) I.C.Nielsen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/axh-pfz-p7r
title: Heteropterys intermedia (A. Juss.) Griseb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nr2-29d-tkn
title: Saussurea komaroviana Lipsch.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s1k-1w0-f4r
title: Erioneuron pilosum (Buckley) Nash

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s3f-llp-mle
title: Drymonia strigosa (Oerst.) Wiehler

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ezn-j3f-2vl
title: Grimmia lisae De Not.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h3e-ve5-aep
title: Elymus pungens (Pers.) Melderis

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/05h-j41-19d
title: Thinopyrum junceum (L.) Á.Löve

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cww-gjv-8cc
title: Nematanthus crassifolius subsp. chloronema (Mart.) Chautems

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/98c-wf7-g23
title: Noccaea iberidea (Boiss.) Al-Shehbaz & Menke

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p9n-9yf-ath
title: Astragalus floccosus subsp. floccosus

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r9t-2ga-jy0
title: Byrsonima myricifolia Griseb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p4j-xyf-csj
title: Viburnum macrocephalum Fortune

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qwf-dlp-lxe
title: Platysace lanceolata (Labill.) Druce

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5dy-rzl-3tw
title: Taraxacum ceratophorum (Ledeb.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9v8-ds2-xv2
title: Coleus garckeanus Vatke

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jg4-bxr-pa9
title: Plagiothecium Schimp.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qfn-bhs-2fb
title: Squamellaria guppyana (Becc.) Chomicki

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/srn-lxl-gc9
title: Cnidoscolus acrandrus (Urb.) Pax & K.Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rpk-4x4-egy
title: Elymus caninus (L.) L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x6s-wc3-da9
title: Miconia theizans (Bonpl.) Cogn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9jw-853-en6
title: Acalypha alopecuroidea Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k48-ahb-wpp
title: Moussonia deppeana (Schltdl. & Cham.) Hanst.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.34740/kaggle/dsv/12624989
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.3535/gvn-kas-t32
title: Nidorella anomala Steetz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w96-61x-g4g
title: Galium megapotamicum Spreng.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/39q-xmw-tqj
title: Heteropterys glabra Hook. & Arn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ly4-8gp-hk4
title: Meliosma cuneifolia var. glabriuscula Cufod.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jqm-x2t-rrv
title: Staphylea holocarpa var. rosea Rehder & E. H. Wilson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f91-k11-b9k
title: Ficus indigofera Rech.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lz8-5l8-3al
title: Archidium Brid.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.34740/kaggle/dsv/12624993
title: BOS Kemdikbud
DOI: 10.3535/4z0-5y5-sr7
title: Acalypha macrostachya Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9vl-f24-hvn
title: Niedenzuella acutifolia (Cav.) W. R. Anderson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ssj-lak-dbb
title: Meliosma cuneifolia var. glabriuscula Cufod.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cjc-skw-t89
title: Colpodium humile (M.Bieb.) Griseb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jjp-hef-cvs
title: Elymus ciliaris (Trin.) Tzvelev

description: Digital Specimen for the physical specimen hosted at University of Graz.