cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60507/fk2/numvo1/vagbjv
title: bupst20_rgb.tar.gz.ac
DOI: 10.60507/fk2/numvo1/qyu9ya
title: bupst20_rgb.tar.gz.aa
DOI: 10.60507/fk2/numvo1/bu9uv2
title: bupst20_rgb.tar.gz.ag
DOI: 10.60507/fk2/numvo1/pxnnyz
title: bupst20_depth.tar.gz.ab
DOI: 10.60507/fk2/numvo1/xqeqx7
title: bupst20_rgb.tar.gz.ab
DOI: 10.60507/fk2/numvo1/hwhqm8
title: bupst20_depth.tar.gz.aa
DOI: 10.60507/fk2/numvo1/qhsxkj
title: bupst20_odometry.tar.gz
DOI: 10.60507/fk2/numvo1/bmbjv0
title: bupst20_annotations.tar.gz
DOI: 10.60507/fk2/numvo1/fgbdo6
title: train_valid_eval_splits.yaml
DOI: 10.60507/fk2/numvo1/w3kd3i
title: cam_params.yaml
DOI: 10.60507/fk2/numvo1/2xtfir
title: dataset_structure.md
DOI: 10.60507/fk2/numvo1/mdstht
title: how_to_use_BUPST20.md
DOI: 10.60507/fk2/numvo1/6zohf0
title: ReadMe.txt
DOI: 10.60507/fk2/numvo1/kguklg
title: ReadMe.txt
DOI: 10.60507/fk2/numvo1
title: BUP-ST20: Weakly Labelled Spatial Temporal Sweet Pepper Data

description: Accurate monitoring of crop phenotypic traits is essential for efficient farm management and automation in agriculture. Multi-object tracking (MOT) and video instance segmentation (VIS) offer promising approaches to enhance agricultural robotic vision systems, yet a major limitation is the scarcity of high-quality spatial-temporal datasets. We introduce BUP-ST20, a novel weakly labelled spatial-temporal dataset for sweet pepper tracking and segmentation captured on a robotic platform. BUP-ST20 contains 16,240 images from 275 sequences, each with bounding boxes, instance segmentation masks, and temporal identities.The dataset has weakly labelled training and validation sets, while the evaluation set includes 3810 frames with hand-labelled ground truth annotations.
DOI: 10.3535/nze-rf2-a4x
title: Geranium phaeum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8zl-ppr-p6a
title: Spergularia media (L.) C. Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j8d-n8q-p5a
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7j6-e8f-mbd
title: Nuphar pumila (Timm) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mbd-wgr-swa
title: Alchemilla fissa Günther & Schummel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mf9-v3v-dnd
title: Drymocallis rupestris (L.) Soják

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x87-2w4-c4a
title: Hypericum barbatum Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ff6-42h-c1l
title: Romulea columnae subsp. rollii (Parl.) Marais

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fk8-dfl-y7p
title: Gagea pratensis (Pers.) Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6l3-fys-rgr
title: Helminthotheca echioides (L) Holub

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tkb-x6y-9zl
title: Narcissus tazetta L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/a9x-2nj-n1x
title: Parietaria L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.xk6utq
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria ciliaris",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068261-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/17r-cef-y2g
title: Festuca valesiaca Schleich. ex Gaudin

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qr9-vsy-lz1
title: Hieracium maculatum subsp. approximatum (Jord.) Zahn

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ajg-g27-hqn
title: Abutilon theophrasti Medik.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rbr-n4r-hll
title: Potentilla inclinata Vill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/39z-7f6-w0m
title: Oreochloa disticha (Wulfen) Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dq2-n3s-pgw
title: Bupleurum affine Sadler

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2sp-wwd-r2k
title: Hieracium schmidtii subsp. schmidtii

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g1p-elw-dx4
title: Oxybasis glauca (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/el0-khn-g00
title: Lappula squarrosa (Retz.) Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s2j-b0y-5af
title: Rorippa amphibia (L.) Besser

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5cr-ndq-atv
title: Bromus japonicus Houtt.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l1k-pkh-lhh
title: Echium pustulatum Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2bn-h0d-67q
title: Melampyrum barbatum Waldst. & Kit. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hdr-3z5-wza
title: Vicia villosa subsp. varia (Host) Corb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xp5-n0l-v01
title: Panicum capillare L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hz5-kre-9cj
title: Plantago bellardii All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jd7-nvv-364
title: Ophrys sphegodes Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/14x-jpd-qf6
title: Hieracium dentatum subsp. gaudinii (Christener) Nägeli & Peter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/28n-bp6-v9b
title: Crocus minimus Redouté

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2d9-mnb-k41
title: Festuca saxatilis Schur

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cyw-dvc-ged
title: Anogramma leptophylla (L.) Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yqv-gmw-45a
title: Hieracium lachenalii subsp. consociatum (Jord. ex Boreau) Zahn

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gwt-cjt-kx1
title: Festuca rechingeri Markgr.-Dann.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8at-fwt-alt
title: Pilosella densiflora subsp. densiflora

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tx2-r2f-da1
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2qg-z8g-073
title: Hieracium laevigatum subsp. pictaviense (Sauzé & Maillard) Zahn

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nbc-md0-ds5
title: Festuca arundinacea Schreb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0zv-vbd-v04
title: Lotus herbaceus (Vill.) Jauzein

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6yq-r59-d35
title: Trifolium subterraneum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dwx-7c2-w3d
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/06d-xy8-anj
title: Hieracium aridum Freyn

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wys-nbf-0hw
title: Festuca pratensis Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ren-721-2tf
title: Hieracium caesium subsp. caesium

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/caj-5yb-0fx
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wcf-ysb-44k
title: Callitriche hermaphroditica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ehg-zxl-dlk
title: Chenopodium opulifolium Schrad. ex W. D. J. Koch & Ziz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xgp-xqp-bhe
title: Silene baccifera (L.) Durande

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3ds-fv7-cvp
title: Corynephorus canescens (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/69g-sx3-ced
title: Pilosella bauhini subsp. bauhini

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2v3-mr4-48l
title: Cerastium tenoreanum Ser.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5se-f5p-33e
title: Onosma arenaria Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/km7-jb5-mhs
title: Polygonatum latifolium (Jacq.) Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3mj-kzk-0x2
title: Dichodon viscidum (M. Bieb.) Holub

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q43-ct9-ql7
title: Biscutella laevigata subsp. austriaca (Jord.) Mach.-Laur.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mhs-h9z-gzk
title: Verbascum phoeniceum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ryy-s7a-bax
title: Rumex confertus Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n0s-q26-xd1
title: Omalotheca sylvatica (L.) Sch. Bip. & F. W. Schultz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zkn-yyy-9h7
title: Leontodon hispidus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9l4-14h-1wq
title: Eragrostis pilosa (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e49-5rt-74n
title: Leontodon saxatilis Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1sx-5ja-abv
title: Brachypodium rupestre (Host) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vyp-xn1-nc7
title: Mercurialis ovata Sternb. & Hoppe

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/004-f73-42k
title: Geranium columbinum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kz5-v55-a3b
title: Moenchia mantica (L.) Bartl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gx6-gr9-0pp
title: Erodium ciconium (L.) L'Hér.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g2v-1ze-z9n
title: Euphorbia epithymoides L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h53-j8h-c76
title: Epilobium lamyi F. W. Schultz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k9h-0df-419
title: Torilis arvensis (Huds.) Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qpe-8jm-r83
title: Nepeta cataria L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6ck-yvd-10c
title: Astragalus austriacus Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dq0-p8a-x0l
title: Hydrocharis morsus-ranae L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b8d-0q9-y4e
title: Equisetum telmateia Ehrh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cqd-54a-qyb
title: Origanum vulgare subsp. vulgare

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wn5-sfe-g0w
title: Nepeta cataria L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kz1-qgf-ctw
title: Erodium ciconium (L.) L'Hér.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tkn-zlg-m6g
title: Eragrostis pilosa (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.wngem5
title: Occurrence Download

description: A dataset containing 527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Praxelis clematidea",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 527 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068262-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7x0-dg2-mrj
title: Carex pilulifera L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tsn-087-f5w
title: Carex melanostachya M.Bieb. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4gd-kv3-cmv
title: Persicaria minor (Huds.) Opiz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pzq-ldb-myk
title: Setaria viridis (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ct9-kgr-jxe
title: Glyceria declinata Bréb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lqm-4np-gml
title: Brachypodium rupestre (Host) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mfv-wgw-w0d
title: Brachypodium rupestre (Host) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r3b-vbc-gjz
title: Bromus commutatus Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q1e-nr0-v90
title: Galatella linosyris subsp. linosyris

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4y1-ny7-6hm
title: Typha laxmannii Lepech.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gm3-mep-k5g
title: Thalictrum simplex subsp. galioides (DC.) Korsh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.48324/dandi.001336/0.250729.1519
title: Neuromodulation in neural organoids with shell MEAs

description: Neural organoids (NOs) have emerged as important tissue engineering models for brain sciences and biocomputing. Establishing reliable relationships between stimulation and recording traces of electrical activity is essential to monitor the functionality of NOs, especially as it relates to realizing biocomputing paradigms such as reinforcement learning or stimulus discrimination. While researchers have demonstrated neuromodulation in NOs, they have primarily used 2D microelectrode arrays (MEAs) with limited access to the entire 3D contour of the NOs. Here, we report neuromodulation using tiny mimics of macroscale EEG caps or shell MEAs. Specifically, we observe that stimulating current within a specific range (20 to 30 µA) induced a statistically significant increase in neuron firing rate when comparing the activity five seconds before and after stimulation. We observed neuromodulatory behavior using both three- and 16-electrode shells and could generate 3D spatiotemporal maps of neuromodulatory activity around the surface of the NO. Our studies demonstrate a methodology for investigating 3D spatiotemporal neuromodulation in organoids of broad relevance to biomedical engineering and biocomputing. 
This dataset includes recordings from 3 and 16-channel Shell MEAs from neural organoids, including baselines and in response to stimulation.
DOI: 10.3535/18y-8m1-byv
title: Echinops bannaticus Rochel ex Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c5e-zg7-xp4
title: Veronica teucrium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7e4-y3z-3bq
title: Cardamine pratensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ynk-5c0-yxs
title: Lilium martagon L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5065/xz0k-n440
title: ICARUS Chamber Experiment: UCR-CECERT-APL-Cocker Group_20180731_M-XYLENE/nitric oxide_Hydroxyl radical_No Seed_EPA2370A - Chen Le

description: Goals: Calibrate the chamber's operation status.Summary: Targets: 80 ppb m-xylene + 50 ppb NO (both) Instruments: SMPS, APM, VTDMA, GC1Organization: UCR-CECERT-APL-Cocker Group Lab Affiliation: University of California, Riverside, CE-CERT Chamber: EPA chamberExperiment Category: Photolysis, any phase, Aerosol formation, Aerosol aging Oxidant: Hydroxyl radical Reactants: m-xylene, nitric oxide Reaction Type: Photooxidation Relative Humidity: 0.01 Temperature: 28 Pressure: 0.015'' H2O
DOI: 10.15468/dl.6p599z
title: Occurrence Download

description: A dataset containing 1057 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Country is one of (Italy, Morocco, Spain, France, Greece, Israel)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Nonionoides turgidus, Leptohalysis scottii, Valvulineria bradyana, Triloculinella, Quinqueloculina tropicalis, Cycloforina tenuicollis, Quinqueloculina seminulum, Nonionella opima, Nonion scapha, Nonion faba, Cassidulina laevigata, Cassidulina carinata, Bulimina denudata, Ammonia tepida)",
 "Year 1975-2025"
 ]
}

 The dataset includes 1057 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068264-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/w2q-qgq-mr1
title: Lathyrus hirsutus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xa1-cn3-4s2
title: Festuca heteromalla Pourr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/avb-ebn-fmv
title: Festuca heteromalla Pourr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zfk-ct6-cqv
title: Polycnemum heuffelii Láng

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.15276519
title: A 30m Land Productivity Dynamic Dataset for SIDS computed from Mixed Landsat Time Series and FWv2 model

description: This repository contains a Land Productivity Dynamics (LPD) Dataset for 40 SIDS at 30m resolution. 

Accurate assessment of LPD is fundamental for monitoring land degradation, integrating land use planning, assessing progress towards Sustainable Development Goal (SDG) 15.3.1 and fulfilling reporting obligations under the United Nations Convention to Combat Desertification (UNCCD). To support the 2026 UNCCD reporting process, Apacheta, Conservation International (CI) and the Partnership Initiative for Sustainable Land Management (PISLM) have joined forces to provide SIDS with a series of LPD related products in the required temporal windows: Baseline period (2000-2015), 1st Reporting period (2004-2019) and (current) 2nd Reporting period (2008-2023).

The files provided for each of the SIDS contain a pre-release version made available for early feedback and collaborative testing. The LPD has been calculated using the 30m Mixed Landsat time series (https://doi.org/10.5281/zenodo.15276535) with the FAO-WOCAT version2 (FWv2 - https://doi.org/10.5281/zenodo.10849367) algorithm in Priority Mode setting for the 3 periods.

Another product of this series is the LPD Real-Time Tool, a web application designed in Google Earth Engine. This App provides users with the capability to generate their own LPD maps in real-time using either default or customized parameters, offering a powerful tool to tailor maps to local conditions. The tool is accessible at: https://apacheta.projects.earthengine.app/view/lpd-realtime-sids

We invite users and partners to explore this early version and share feedback on its usability and relevance. Selected SIDS will be engaged in targeted testing, validation, and refinement to ensure the final output is both technically robust and contextually appropriate. This iterative process will inform the development of a First Official Release later in the project timeline.

Stay tuned for updates — and feel free to contact us to contribute or collaborate.

Contact us at: info@apacheta.org