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8,038 results for “validation”

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zenodo40/100

Figure 14 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 14. Linguimaera tias sp. nov., male, female (Victoria, Port Phillip Bay). Gn1, 2 male 13 mm, Gn2 male 16 mm, Gn1, 2 female in scale x = 1 mm; Gn2´male 13 mm, Gn2´male 16 mm, Gn1´female, Gn2´female in scale y = 1 mm.

opencc-by-4.0Dec 2003View details →
zenodo40/100

Figure 13 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 13. Linguimaera tias sp. nov., male (Victoria, Port Phillip Bay). Hd scale x = 1 mm; mouthparts UL; Mx1, 2; Md; Mxp; LL in scale y = 1 mm.

opencc-by-4.0Dec 2003View details →
zenodo40/100

Figure 12 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 12. Linguimaera leo sp. nov., male, female (Victoria, Port Phillip Bay). P3–7 female, P7´, P7 hyperadult male, U1 in scale x = 1 mm; Ep3, U3 male, female, P7´´ male, T male, female in scale y = 1 mm.

opencc-by-4.0Dec 2003View details →
zenodo40/100

Figure 10 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 10. Linguimaera leo sp. nov., male, female (Victoria, Port Phillip Bay). Gn1 female in scale x = 1 mm, all other in scale y = 1 mm.

opencc-by-4.0Dec 2003View details →
zenodo40/100

Figure 7 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 7. Linguimaera garitima sp. nov. (Tasmania). Gn2 male large, Gn2 male small; U1, U3 male, P7´female 8.5 mm in scale = 0.5 mm; Gn2 female, P5–7 female in scale = 1.25 mm.

opencc-by-4.0Dec 2003View details →
zenodo40/100

Figure 6 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 6. Linguimaera garitima sp. nov. (Tasmania). Mx1, 2; Md, LL, T´ in scale = 0.25 mm; P3, 4, 6 in scale = 1.25 mm; Gn2 small male, U3, T in scale = 0.5 mm.

opencc-by-4.0Dec 2003View details →
zenodo40/100

Figure 2 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 2. Linguimaera pirloti sp. nov., male, female (Sri Lanka). Gn2 female, Us, U3 in scale x = 0.5 mm; Gn 1,2 male in scale x = 0.25 mm; P7 in scale y = 1 mm; Md, Mx2 in scale x = 0.2 mm.

opencc-by-4.0Dec 2003View details →
zenodo40/100

Figure 1 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 1: Linguimaera sp. male (Adelaide, South Australia) SEM pictures. Above: head with thickened upper lip laterally; mandible with palp, maxillae; left half of upper lip ventrally. Second line: head with antennae, upper lip, mandible with palp, maxillae and maxilliped ventrolaterally. Below: head with first coxae and mouthparts from lateral and ventral; gnathopod 2 male.

opencc-by-4.0Dec 2003View details →
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Figure 5 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 5. Linguimaera garitima sp. nov. (Tasmania). Habitus in scale = 1 mm; Gn1, Gn2 male large and Ep3 in scale = 0.4 mm; Gn2´male large in scale = 0.2 mm.

opencc-by-4.0Dec 2003View details →
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Figure 11 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 11. Linguimaera leo sp. nov., male, female (Victoria, Port Phillip Bay). Gn1 male, Gn2s male, Gn2 l large male, female, Gn2 male hyperadult, Gn2 small female in scale x = 1 mm; Gn1´male, Gn2´small male, Gn2´large, Gn2´small female in scale y = 1 mm.

opencc-by-4.0Dec 2003View details →
zenodo40/100

Figure 4 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 4. Linguimaera bogombogo sp. nov, male, female (Eniwetok Atoll, Bogombogo Island, Micronesia). Gn2 female in scale = 0.25 mm; Gn2 male, Gn2´female in scale = 0.125 mm; P6, 7 in scale = 0.175.

opencc-by-4.0Dec 2003View details →
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Figure 8 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 8. Linguimaera kellissa sp. nov. (eastern Bass Strait). Gn1 male, Gn2s male, Gn2 1 male in scale x = 1 mm; Gn1´male, Gn2´female, Gn2 l´ male in scale y = 1 mm.

opencc-by-4.0Dec 2003View details →
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Figure 3 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 3. Linguimaera bogombogo sp. nov., male, female (Eniwetok Atoll, Bogombogo Island, Micronesia). Hd, Gn1, U3 in scale = 0.33 mm; Mdp, UL, T in scale = 0,175 mm.

opencc-by-4.0Dec 2003View details →
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Figure 9 in Linguimaera Pirlot, 1936 (Crustacea, Amphipoda, Melitidae), a valid genus

Figure 9. Linguimaera kellissa sp. nov. (eastern Bass Strait). UL; Md, LL, T´ in scale = 0.5 mm; U3, Ep2, 3; T in scale = 1 mm.

opencc-by-4.0Dec 2003View details →
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Vision-Transformer, ViT, model validation dataset

<p><span>The U.S. cotton industry is highly concerned with removing plastic contamination from cotton lint. A major source of this </span><span>contamination is the plastic used to wrap cotton modules produced by John Deere round module harvesters. A machine-vision </span><span>detection and removal system has been developed to address this problem, using low-cost color cameras to detect plastic in the </span><span>cotton stream and remove it. However, the system requires a lot of calibration and is difficult for cotton gin workers to operate due to </span><span>its reliance on custom machine-vision classifier running on low-cost ARM computers running Linux. This research aims to make the system more user-friendly by adding an </span><span>auto-calibration feature that can track cotton colors and avoid plastic images, reducing the need for skilled personnel to operate the </span><span>system and making it easier for the cotton ginning industry to adopt. This image dataset was created to validate several Vision-</span><span>Transformer, ViT, AI models that in combination provides the key enabling technology for the auto-calibration code.</span></p>

opencc-by-4.0Jun 2024View details →
zenodo40/100

Figure 9 in Fregetta lineata (Peale, 1848) is a valid extant species endemic to New Caledonia

Figure 9. Comparison of underparts and underwing patterns of New Caledonian Storm Petrel Fregetta lineata (n = 30), off Nouméa, New Caledonia, January 2020 (top row) and New Zealand Storm Petrel F. maoriana (n = 43), Hauraki Gulf, North Island, New Zealand, November 2018 (bottom row). Variation is scored into four main types for each species, from the heaviest marked (score 1) to lightest marked (score 4). Underparts streaking Both species can show similar coverage of streaking on the white belly and a tendency for denser and / or thicker streaks on the flanks. Score 1 for F. lineata (23.3% of birds) is uniquely patterned, with continuous and dense rows of oval dapples, rather than straighter lines of F. maoriana. Score 2 for F. lineata (36.7%) is the most common and similar to the coverage and shape of streaking as the similarly common score 2 for F. maoriana (34.9%). Streaking on F. lineata tends to be denser and bolder giving the impression it is wider. The unstreaked belly area tends to be cleaner white in F. maoriana. Border of dark breast The border in F. lineata is positioned higher than in F. maoriana, towards the centre of the upper breast, creating a rounder and less straight border than F. maoriana. Underwing pattern In F. lineata, the dark leading edge to the inner wing involves lesser secondary-coverts. The longest of these have partially dark bases creating a characteristic ragged border, with strongly marked bases in 83.3%, limited dark bases in the remaining 16.7%. By contrast, the dark leading edge in F. maoriana invariably shows a clear-cut border on the coverts, only occasionally with a few dark spots in the longest lesser coverts, and never forming a continuous ragged border as in F. lineata. Usually, some greater secondary-coverts and most / all greater primary-coverts in F. lineata have broad dark centres. Thus, the white underwing panel of F. lineata is noticeably less extensive than in F. maoriana (Hadoram Shirihai, © Tubenoses Project)

opencc-by-4.0Mar 2022View details →
zenodo40/100

Figure 3 in Fregetta lineata (Peale, 1848) is a valid extant species endemic to New Caledonia

Figure 3. Means of six biometrics (bill width, bill depth at gonys, and culmen, wing, tail and tarsus lengths) of small White-bellied Storm Petrels Fregetta grallaria (all taxa aggregated), New Caledonian Storm Petrel F. lineata, New Zealand Storm Petrel F. maoriana, the large Titan Storm Petrel F. [g.] titan, and Black-bellied Storm Petrel F. tropica (for methodology see main text).

opencc-by-4.0Mar 2022View details →
zenodo40/100

Figure 8 in Fregetta lineata (Peale, 1848) is a valid extant species endemic to New Caledonia

Figure 8. Comparison of 'streaked' White-bellied Storm Petrel Fregetta g. grallaria with New Zealand Storm Petrel F. maoriana and New Caledonian Storm Petrel F. lineata. (A) White-bellied Storm Petrel, Lord Howe Island, Australia, April 2019 (David Newell, www.birdlifephotography.org.au). (B) White-bellied Storm Petrel, Lord Howe Island, February 2017 (Mark Lethlean, www.birdlifephotography.org.au). (C) White-bellied Storm Petrel, Lord Howe Island, date unknown (Jack Shick, www.lhirodenteradicationproject. org/plants-animals/birds). (D) New Zealand Storm Petrel, Hauraki Gulf, North Island, New Zealand, November 2018 (Hadoram Shirihai, © Tubenoses Project). (E) New Caledonian Storm Petrel, off Nouméa, New Caledonia, January 2020 (Hadoram Shirihai, © Tubenoses Project). (F) New Caledonian Storm Petrel, off Nouméa, New Caledonia, January 2020 (Hadoram Shirihai, © Tubenoses Project). Rarely, individuals of all populations of F. grallaria have limited fine streaking, for example (A) and (B), narrow and close to feather shafts, never in rows of oval dapples characteristic of F. lineata, for example (E) and (F), or forming straighter lines characteristic of F. maoriana (D). A few extreme examples of F. g. grallaria from Lord Howe possess broader flanks streaking, e.g. (C), but never covering the whole belly.

opencc-by-4.0Mar 2022View details →
zenodo40/100

Figure 2 in Fregetta lineata (Peale, 1848) is a valid extant species endemic to New Caledonia

Figure 2. The five historic and one recently discovered museum specimens of New Caledonian Storm Petrel Fregetta lineata and New Zealand Storm Petrel F. maoriana. (A) F. lineata, collected 1839, perhaps 23–25 November, Samoa by T. R. Peale during the US Explorer Expedition, held at National Museum of Natural History, Washington DC (USNM 15713). (B) F. lineata, collected 15 September 1922, presumably at sea, off Ua Pou Island, Marquesas Islands by R. H. Beck during the Whitney South Seas Expedition, held at American Museum of Natural History, New York (AMNH 194110). (C) F. maoriana, collected January–March 1827 by Quoy &amp; Gaimard (1830) during first voyage of the Astrolabe, held at Museum national d'Histoire naturelle, Paris (MNHN C.G. 1829.254 (14393), C.G. 1829 (14372)). (D) F. maoriana, presented by George Carrick Steet of London in February 1895, possibly collected in the Hauraki Gulf, New Zealand (Bourne et al. 2004), held at the Natural History Museum, Tring (NHMUK 1895.2.11.1). (E) F. lineata (left) and Black-bellied Storm Petrel F. tropica (right), beach-cast, Stradbroke Island, Brisbane, Queensland, Australia, held at Queensland Museum, Brisbane (respectively, QM 14391 collected July 1973; and QM 31216, collected 22 May 1999) (Vincent Bretagnolle, except D: Mark Adams, © Natural History Museum, London)

opencc-by-4.0Mar 2022View details →
zenodo40/100

Figure 7 in Fregetta lineata (Peale, 1848) is a valid extant species endemic to New Caledonia

Figure 7. New Caledonian Storm Petrel Fregetta lineata, off Nouméa, New Caledonia, January 2020 (Hadoram Shirihai, © Tubenoses Project)

opencc-by-4.0Mar 2022View details →

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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