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Figure 4 in New directions in weed management and research using 3D imaging

Figure 4. Three-dimensional point cloud reconstructions of soybean (A, top view; B, front view) and cereal rye (Secale cereale L.) (C, top view; D, front view). Note the voids in the soybean point cloud (B) caused by dense canopy cover. Such voids are largely absent in cereal rye (D) due to a more even canopy with greater light penetration.

opencc-by-4.0Oct 2022View details →
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Figure 3 in New directions in weed management and research using 3D imaging

Figure 3. Data pipeline for calculating canopy height and estimating biomass in the field using red, green, and blue (RGB) images and depth data.

opencc-by-4.0Oct 2022View details →
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Figure 2 in New directions in weed management and research using 3D imaging

Figure 2. Red,green,and blue (RGB) image of soybeans and weeds (A) and corresponding 3D point cloud reconstruction (B). Lower panels show point cloud reconstructions from different angles,including a top view (C), top view offset 45° from vertical (D), front view (E), under canopy and offset 45° (F), directly under canopy (G), facing canopy from behind (H), facing canopy offset 45° right (I), side view (J), and facing canopy offset 45° left (K).

opencc-by-4.0Oct 2022View details →
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Figure 1 in New directions in weed management and research using 3D imaging

Figure 1. Use of images taken from different angles to create a 3D reconstruction in structure-from-motion (SfM; top) vs. stereo-vision photogrammetry (bottom).

opencc-by-4.0Oct 2022View details →
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Research Scholars Workshop: Publishing in Beyond

<p><span>Not sure where to submit your research to? Consider publishing your research through&nbsp;<em>Beyond: Undergraduate Research Journal (</em></span><a href="https://commons.erau.edu/beyond/" target="_blank" rel="noopener">https://commons.erau.edu/beyond/</a><span>). This is a peer-reviewed publication of the Embry-Riddle Aeronautical University Office of Undergraduate Research. The journal publishes the following scholarly works by ERAU students from the Worldside, Daytona, and Prescott campuses:</span></p>

opencc-by-4.0May 2024View details →
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Fig. 1 in Status and importance of research on marine sponges in India with special reference to sponges on coral reefs

Fig. 1 — Sponges overgrowing corals in different reef areas in India: a) Terpios hoshinota invading a coral colony in Poovarasanpatti Island of Gulf of Mannar; b) An unknown sponge species invading a coral colony in Bangaram Island of Lakshadweep; and c) Cliona sp. invading a coral colony in Rock Garden area in Malvan coast, Maharashtra

opencc-by-4.0Jul 2022View details →
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Figure 4 in Agricultural Research Service Weed Science Research: Past, Present, and Future

Figure 4. Agricultural Research Service researchers have focused on understanding how climate change influences weeds/invasive plants and their impacts and management. Image shows a study of how precipitation change influences cheatgrass (Bromus tectorum) invasion in rangelands of northeast Wyoming, USA. (Credit: Anna Kuhne)

opencc-by-4.0Aug 2023View details →
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Figure 5. A in Agricultural Research Service Weed Science Research: Past, Present, and Future

Figure 5. A conceptual framework providing context for addressing challenges for managing weeds in agroecosystems and natural areas.

opencc-by-4.0Aug 2023View details →
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Figure 3. Sorgoleone has a in Agricultural Research Service Weed Science Research: Past, Present, and Future

Figure 3. Sorgoleone has a potential as a plant-incorporated protectant herbicide. The highly bioactive benzoquinone allelochemical sorgoleone is produced exclusively within root hair cells of members of the genus Sorghum. Genes of the entire sorgoleone pathway are being used to transform crops to produce sorgoloeone (Pan et al. 2021).

opencc-by-4.0Aug 2023View details →
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Figure 2 in Agricultural Research Service Weed Science Research: Past, Present, and Future

Figure 2. (A) Depiction of a bipartite synthetic Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR) cassette (red) consisting of a Cas9 endonuclease and a guide ribonucleic acid RNA (gRNA) that is flanked by homology arms (HA) (black). (B) Following expression of the CRISPR cassette, gRNA binds to Cas9 and directs the complex to a unique sequence-specific site for DNA cleavage and homology-directed repair (HDR). Following HDR, the CRISPR cassette is copied into both genomic regions. (C) Standard Mendelian inheritance results in 50% of progeny inheriting a modified gene. In contrast, a gene drive would bias inheritance, theoretically resulting in all progenies (~99%) inheriting the modified gene, thereby "driving" the modified gene into an invasive weed population.

opencc-by-4.0Aug 2023View details →
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Figure 1 in Agricultural Research Service Weed Science Research: Past, Present, and Future

Figure 1. (A) BenchBot autonomous high-throughput imaging system, (B) example imagery from BenchBot after automated segmentation of weeds from background objects, (C) testing of the handheld version of the Weeds3D system at the Beltsville Agricultural Research Center, and (D) example 3D reconstruction of plant biomass from the Weeds3D systems.

opencc-by-4.0Aug 2023View details →
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Dataset for publication: "Exploring ORCID adoption and metadata presence in Spain's research landscape"

<p>This dataset is for the publication "<em>Exploring ORCID adoption and metadata presence in Spain's research landscape</em>" and is composed of the following files:</p> <ul> <li><strong>norm_aff.tsv</strong> (2795x5) - Curated list of role titles</li> <li><strong>openalex_all_spanish.csv</strong> (811062x4) - List of Spanish authors retrieved from OpenAlex</li> <li><strong>orcid_affiliation.csv</strong> (377377x23) - Activity employment affiliation of Spanish ORCID records</li> <li><strong>orcid_full_maps.csv</strong> (15182292x6)- Topic classification of Spanish ORCID records</li> <li><strong>orcid_metrics.csv</strong> (226512x39) - Metadata availability in Spanish ORCID records</li> </ul>

opencc-by-4.0Jun 2024View details →
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Fig. 14 in The history of palaeontological research and excavations at Monte San Giorgio

Fig. 14 Bernhard Peyer (University of Zurich) standing to the left of his guest Ferdinand Broili (University of Munich), seen sitting on beds of the Lower Meride Limestone in Val Serrata. Foto 1929 © archive PIMUZ

opencc-by-4.0May 2024View details →
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Fig. 13 in The history of palaeontological research and excavations at Monte San Giorgio

Fig. 13 The studied section in the Lower Meride Limestone at the locality Cassina. Fritz Buchser (left), the technical assistant from Meride, discovered these fossiliferous beds in 1931. Foto M. P. Linck, 1933 © archive PIMUZ

opencc-by-4.0May 2024View details →
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Fig. 11 in The history of palaeontological research and excavations at Monte San Giorgio

Fig. 11 Start of Peyer's largest excavation in the laminated dolomitic beds with thin bituminous interlayers (today part of the upper Besano Formation), above the abandoned mine at Val Porina. Note the numbering of the bituminous layers, called Tetto nuovo min 1 (base) to Tetto nuovo min 17 (top). Foto M. P. Linck, 1929 © archive PIMUZ

opencc-by-4.0May 2024View details →
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Fig. 9 in The history of palaeontological research and excavations at Monte San Giorgio

Fig. 9 The entrance of the tunnel Santa Barbara 1 of the Cava Tre Fontane mine, with the miner's house at around 1915 to the left. © FMSG/ Archivio Sommaruga

opencc-by-4.0May 2024View details →
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Fig. 16 in The history of palaeontological research and excavations at Monte San Giorgio

Fig. 16 The new palaeontological excavation in the Cava superiore beds at the Acqua del Ghiffo site. Note the thin orange volcanic ash layer just below the recovered slabs of laminated limestone. Foto H. Furrer, 2000 © archive PIMUZ

opencc-by-4.0May 2024View details →
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Fig. 8 in The history of palaeontological research and excavations at Monte San Giorgio

Fig. 8 Stratigraphical column of Monte San Giorgio showing the fossiliferous horizons, and the litho-, bio- and chronostratigraphy used today. © Commissione Scientifico Transnazionale Monte San Giorgio, 2014

opencc-by-4.0May 2024View details →
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Fig. 12 in The history of palaeontological research and excavations at Monte San Giorgio

Fig. 12 View of the palaeontological excavation in the Cava superiore beds at the site of an abandoned tunnel at Acqua del Ghiffo in 1928. The young assistant Emil Kuhn (to the left, in white shirt) is sitting next to the miners hired by Bernhard Peyer. Foto B. Peyer © archive PIMUZ

opencc-by-4.0May 2024View details →
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Fig. 5 in The history of palaeontological research and excavations at Monte San Giorgio

Fig. 5 In 1854, the Milanese palaeontologist Emilio Cornalia described the first fossil reptile from the locality Cà del Frate above Besano under the name of Pachypleura Edwardsii. © Museo Civico di Storia Naturale di Milano

opencc-by-4.0May 2024View details →

ScienceDex guides

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

Compare curated datasets

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