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18,621 results for “development;”

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zenodo32/100

TAU Urban Acoustic Scenes 2019 Mobile, Development dataset

<p>TUT Urban Acoustic Scenes 2019 Mobile development dataset consists of 10-seconds audio segments from 10 acoustic scenes:</p> <ul> <li>Airport - <em>airport</em></li> <li>Indoor shopping mall - <em>shopping_mall</em></li> <li>Metro station - <em>metro_station</em></li> <li>Pedestrian street - <em>street_pedestrian</em></li> <li>Public square - <em>public_square</em></li> <li>Street with medium level of traffic - <em>street_traffic</em></li> <li>Travelling by a tram - <em>tram</em></li> <li>Travelling by a bus - <em>bus</em></li> <li>Travelling by an underground metro - <em>metro</em></li> <li>Urban park - <em>park</em></li> </ul> <p>Recordings were made with three devices that captured audio simultaneously. Each acoustic scene has 1440 segments (240 minutes of audio) recorded with device A (main device) and 108 segments of parallel audio (18 minutes) each recorded with devices B and C. The dataset contains in total 46 hours of audio.</p>

openother-ncMar 2019View details →
zenodo32/100

TAU Urban Acoustic Scenes 2019, Development dataset

<p>TAU Urban Acoustic Scenes 2019 development dataset consists of 10-seconds audio segments from 10 acoustic scenes:</p> <ul> <li>Airport - <em>airport</em></li> <li>Indoor shopping mall - <em>shopping_mall</em></li> <li>Metro station - <em>metro_station</em></li> <li>Pedestrian street - <em>street_pedestrian</em></li> <li>Public square - <em>public_square</em></li> <li>Street with medium level of traffic - <em>street_traffic</em></li> <li>Travelling by a tram - <em>tram</em></li> <li>Travelling by a bus - <em>bus</em></li> <li>Travelling by an underground metro - <em>metro</em></li> <li>Urban park - <em>park</em></li> </ul> <p>Each acoustic scene has 1440 segments (240 minutes of audio). The dataset contains in total 40 hours of audio.</p>

openother-ncMar 2019View details →
zenodo32/100

TAU Urban Acoustic Scenes 2019 Openset, Development dataset

<p>TAU Urban Acoustic Scenes 2019 Openset development dataset is designed for researching open set classification problem in acoustic scene classification. In this problem, the test recording may be from a different environment than the 10 target classes. The dataset consists of 10-seconds audio segments from 10 acoustic scenes:</p> <ul> <li>Airport - <em>airport</em></li> <li>Indoor shopping mall - <em>shopping_mall</em></li> <li>Metro station - <em>metro_station</em></li> <li>Pedestrian street - <em>street_pedestrian</em></li> <li>Public square - <em>public_square</em></li> <li>Street with medium level of traffic - <em>street_traffic</em></li> <li>Travelling by a tram - <em>tram</em></li> <li>Travelling by a bus - <em>bus</em></li> <li>Travelling by an underground metro - <em>metro</em></li> <li>Urban park - <em>park</em></li> </ul> <p>In addition, material for Unknown scene `unknown` is provided from 4 scenes:</p> <ul> <li>Beach - <em>beach</em>, extracted from TUT Acoustic scenes 2017 dataset</li> <li>Library - <em>library</em>, extracted from TUT Acoustic scenes 2017 dataset</li> <li>Office - <em>office</em>, extracted from TUT Acoustic scenes 2017 dataset</li> <li>Public event - <em>public_event</em></li> </ul>

openother-ncMar 2019View details →
zenodo32/100

TAU Spatial Sound Events 2019 - Ambisonic and Microphone Array, Development Datasets

<p>This package consists of two development datasets, <strong>TAU Spatial Sound Events 2019 - Ambisonic</strong>&nbsp;and <strong>TAU Spatial Sound Events 2019 - Microphone Array</strong>. These datasets contain recordings from an identical scene, with <strong>TAU Spatial Sound Events 2019 - Ambisonic</strong>&nbsp;providing four-channel First-Order Ambisonic (FOA) recordings while <strong>TAU Spatial Sound Events 2019 - Microphone Array</strong>&nbsp;provides four-channel directional microphone recordings from a tetrahedral array configuration. Both formats are extracted from the same microphone array. The recordings in the two datasets consist of stationary point sources from multiple sound classes each associated with a temporal onset and offset time, and DOA coordinate represented using azimuth and elevation angle. These development datasets are part of the <a href="https://github.com/sharathadavanne/seld-dcase2019">DCASE 2019 Sound Event Localization and Detection Task</a>.</p> <p>Both the development set consists of 400, one minute long recordings sampled at 48000 Hz, and divided into four cross-validation splits of 100 recordings each. These recordings were synthesized using spatial room impulse response (IRs) collected from five indoor locations, at 504 unique combinations of azimuth-elevation-distance. Furthermore, in order to synthesize the recordings, the collected IRs were convolved with <a href="http://www.cs.tut.fi/sgn/arg/dcase2016/task-sound-event-detection-in-synthetic-audio#audio-dataset">isolated sound events dataset from DCASE 2016 task 2</a>. Finally, to create a realistic sound scene recording, natural ambient noise collected in the IR recording locations was added to the synthesized recordings such that the average SNR of the sound events was 30 dB.</p> <p>The IRs were collected in Finland by Tampere University between 12/2017 - 06/2018. The data collection received funding from the European Research Council, grant agreement 637422 EVERYSOUND.</p> <p><strong>Download instructions</strong></p> <p>The three files, &nbsp;<strong><em>foa_dev.z01</em></strong>,<strong><em> foa_dev.z02</em></strong>&nbsp;and <strong><em>foa_dev.zip</em></strong>, correspond to audio data of <strong>TAU Spatial Sound Events 2019 - Ambisonic</strong>&nbsp;development dataset.<br> The two files, <strong><em>mic_dev.z01</em></strong>&nbsp;and, <strong><em>mic_dev.zip</em></strong>, correspond to audio data of <strong>TAU Spatial Sound Events 2019 - Microphone Array</strong>&nbsp;development dataset.<br> The <strong><em>metadata_dev.zip</em></strong>&nbsp;is the common metadata for both <strong>TAU Spatial Sound Events 2019 - Ambisonic</strong>&nbsp;and <strong>TAU Spatial Sound Events 2019 - Microphone Array</strong>&nbsp;development datasets.</p> <p>Download the zip files corresponding to the dataset of interest and use your favorite compression tool to unzip these split zip files.<br> &nbsp;</p>

openother-ncFeb 2019View details →
zenodo32/100

FIGURE 1 in Description and development of the tadpole of Rhacophorus feae (Anura; Rhacophoridae)

FIGURE 1. Rhacophorus feae tadpole (BMNH 2018.5513) at Gosner Stage 36. (A) Lateral view, (B) ventral view, (C) dorsal view, (D) oral disc.

opennotspecifiedOct 2018View details →
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FIGURE 31. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 31. Bryobiella desertorum Tuttle &amp; Baker 1968. Protonymph, ex. Euphorbia albomarginata, posterior venter.

opennotspecifiedDec 2018View details →
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FIGURE 34. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 34. Bryobiella desertorum Tuttle &amp; Baker 1968. Larva, ex. Euphorbia albomarginata, dorsum.

opennotspecifiedDec 2018View details →
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FIGURE 37. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 37. Bryobiella desertorum Tuttle &amp; Baker 1968. Larva, ex. Euphorbia albomarginata, A, stylophore and peritreme; B, palp.

opennotspecifiedDec 2018View details →
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FIGURE 30. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 30. Bryobiella desertorum Tuttle &amp; Baker 1968. Protonymph, ex. Bouteloua aristidoides, striae between coxae III and coxae IV.

opennotspecifiedDec 2018View details →
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FIGURE 27. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 27. Bryobiella desertorum Tuttle &amp; Baker 1968. Deutonymph, ex. Tiquilia palmeri, A, leg I; B, leg II; C, leg III; D, leg IV.

opennotspecifiedDec 2018View details →
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FIGURE 25. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 25. Bryobiella desertorum Tuttle &amp; Baker 1968. Deutonymph, ex. Euphorbia albomarginata, posterior venter.

opennotspecifiedDec 2018View details →
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FIGURE 23. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 23. Bryobiella desertorum Tuttle &amp; Baker 1968. Deutonymph, ex. Euphorbia albomarginata, posterior dorsum.

opennotspecifiedDec 2018View details →
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FIGURE 33. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 33. Bryobiella desertorum Tuttle &amp; Baker 1968. Protonymph, ex. Euphorbia albomarginata, A, leg I; B, leg II; C, leg III; D, leg IV; E, distal tarsus I; F, distal tarsus II.

opennotspecifiedDec 2018View details →
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FIGURE 19. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 19. Bryobiella desertorum Tuttle &amp; Baker 1968. Male, aedeagi, A, ex. Atriple elegans; B, ex. Tiquilia palmeri.

opennotspecifiedDec 2018View details →
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FIGURE 16. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 16. Bryobiella desertorum Tuttle &amp; Baker 1968. Male, paratype, ex. Euphorbia albomarginata, venter.

opennotspecifiedDec 2018View details →
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FIGURE 15. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 15. Bryobiella desertorum Tuttle &amp; Baker 1968. Male, ex Atriplex elegans, dorsum and venter lateral view.

opennotspecifiedDec 2018View details →
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FIGURE 18. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 18. Bryobiella desertorum Tuttle &amp; Baker 1968. Male, aedeagi, A, ex. Euphorbia albomarginata, B, ex. Tiquilia palmeri; C, ex. Atriple elegans.

opennotspecifiedDec 2018View details →
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FIGURE 21. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 21. Bryobiella desertorum Tuttle &amp; Baker 1968. Male, ex Atriplex elegans, A, leg I; B, Leg II; C, leg III; D, Leg IV.

opennotspecifiedDec 2018View details →
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FIGURE 29. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 29. Bryobiella desertorum Tuttle &amp; Baker 1968. Protonymph, ex. Euphorbia albomarginata, posterior dorsum, A, showing longitudinal striae between h2-h2, B, showing transverse striae between h2-h2.

opennotspecifiedDec 2018View details →
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FIGURE 13. Bryobiella desertorum Tuttle & Baker 1968 in Revision of Bryobiella Tuttle & Baker (Acari, Tetranychidae), with ontogenetic development and redescription of B. desertorum

FIGURE 13. Bryobiella desertorum Tuttle &amp; Baker 1968. Male, ex. Euphorbia albomarginata, dorsum.

opennotspecifiedDec 2018View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.