Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
209
datasets available to search
ShareScore release 0.9.0
Dataset results
209 results for “cylinders”
Efficient generation of ETX embryoids that recapitulate the entire window of murine egg cylinder development
GEO Series GSE206132. Mus musculus. 4 samples. Type: Expression profiling by high throughput sequencing.
Data from: Transitions in the flow patterns and aerodynamic characteristics of the flow around staggered rows of cylinders
A two-dimensional numerical study of flow across rows of identical square cylinders arranged in staggered fashion is carried out. This study will unreveal complex flow physics depending upon the Reynolds number (Re) and gap spacing (g) between the cylinders. The combined effect of Reynolds number and gap spacing on the flow physics around staggered rows of cylinders are numerically studied for 20 ≤ Re ≤ 140 and 1 ≤ g ≤ 6. We use the lattice Boltzmann method for numerical computations. It is found that with increase in gap spacing between the cylinders the critical Reynolds number for the onset of vortex shedding also increases. We observed a strong effect of Reynolds number at g = 2 and 4. Secondary cylinder interaction frequency disappears for large Reynolds number at g = 6 and 5 and the flow around cylinders are fully dominated by the primary vortex shedding frequency. This ensures that at large gap spacing with an increase in the Reynolds number the wakes interaction between and behind the cylinders is weaken. Furthermore, it also ensures that the wake interaction behind the cylinders is strongly influenced by the jets in the gap spacing between the cylinders. We also found that g = 2 is the critical gap spacing for flow across rows of staggered square cylinders for the considered range of Reynolds number. Depending on the Reynolds number we observed; synchronous, quasi-periodic-I, quasi-periodic-II, and chaotic flow patterns. In synchronous flow pattern, an in-phase and anti-phase characteristics of consecutive cylinders has been observed. The important physical parameters are also analyzed and discussed in detail.
156631 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156631<br> Notes: difficult to distinguish: human figures and rampant animals (?).<br> Description: cylinder seal<br> Materials: shell<br> Time Period: Early Dynastic<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> Other Numbers: 1959<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq<br> <br> [https://collections-anthropology.fieldmuseum.org/catalogue/1059279](http://)<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156642 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156642<br> Description: cylinder seal<br> Notes: Four rampant animals; crossed lions (?) in center attacking antelope on each side.<br> Materials: metal; copper<br> Time Period: Early Dynastic<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> Other Numbers: 934<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> <br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156738 cylinder seal
**Photogrammetric model with virtual impression of carved surface** <br> Catalog Number: 156738 <br> Description: cylinder seal <br> Notes: Gilgamesh and rampant animals. (decomposed)<br> Materials: shell <br> Time Period: Early Dynastic <br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition) <br> Accession Year: 1924 <br> City/Town: Kish <br> Collector/Source: Excavations at Kish, Iraq <br> <br> [https://collections-anthropology.fieldmuseum.org/catalogue/1059081]<br> <br> Photography: JP Brown <br> Image generation: JP Brown <br> Metashape Pro: JP Brown <br> Meshlab 2016.12: JP Brown <br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156650 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156650.nosub[1]<br> Description: cylinder seal<br> Notes: four rampant animals; man between two antelopes, each of which is being attacked by a lion; at break are two short horizontal lines in middle register, below a bird with outspread wings.<br> Materials: shell<br> Time Period: Early Dynastic<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> Other Numbers: 1279<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1059295<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156729 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> <br> Catalog Number: 156729.nosub[1]<br> Description: cylinder seal<br> Notes: (Poor condition) Two human figures, seated, facing each other with a vessel in between; probably a "beer drinking" scene.<br> Materials: stone; sandstone<br> Time Period: Early Dynastic<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> Other Numbers: K-1217<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1059076<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156688 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156688.nosub[1]<br> Description: cylinder seal<br> Notes: : long horned antelopes in file to left.<br> Materials: shell<br> Time Period: Early Dynastic<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> Other Numbers: X-603<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1059328<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156668 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156668.nosub[1]<br> Description: cylinder seal<br> Notes: The fertility god (Ningizzida ?) is seated on his snake throne with his left arm raised. Behind him is the inverted spear standard with a star at the top of the haft. He is approached by two male deities, the first with right arm raised, the second clasping a sword with one hand and leading a supplicant with the other. <br> Materials: stone; basalt<br> Time Period: Akkadian<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> Other Numbers: X-387, 88263, 88484<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1366110<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156624 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156624 <br> Description: cylinder seal <br> Notes: long horned antelopes in file (two), facing left. Decomposed.<br> Materials: shell <br> Time Period: Early Dynastic <br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition) <br> Accession Year: 1924 <br> Other Numbers: 1484 <br> City/Town: Kish <br> Collector/Source: Excavations at Kish, Iraq <br> <br> [https://collections-anthropology.fieldmuseum.org/catalogue/1059273](http://)<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156721 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> <br> Catalog Number: 156721.nosub[1]<br> Description: cylinder seal<br> Notes: long cylinder, badly worn with only faint remains of incised design; seem to have been parallel axial bands and small holes for inlay with incised circles around them.<br> Materials: shell<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1059369<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
Images of Cylinders Transported on a Conveyor Belt - Recording 10
<p>This data set comprises images of cylinders on a conveyor belt. The images were recorded on the small-scale optical belt sorter Tablesort. A thorough description of the Tablesort system can be found in</p> <ul> <li><em>Georg Maier, Florian Pfaff, Christoph Pieper, Robin Gruna, Benjamin Noack, Harald Kruggel-Emden, Thomas Längle, Uwe D. Hanebeck, Jürgen Beyerer,</em> <strong>Experimental Evaluation of a Novel Sensor-Based Sorting Approach Featuring Predictive Real-Time Multiobject Tracking</strong>, Transactions on Industrial Electronics, February 2020.</li> <li>See also the <a href="https://www.iosb.fraunhofer.de/en/projects-and-products/inside-schuettgut.html">project website</a>.</li> </ul> <p>This dataset is part of a batch of recordings on optical sorters. Please use the search function with the keyword "Tobias Hornberger" (in quotes) to find them or use the list at <a href="https://doi.org/10.5281/zenodo.5506551">https://doi.org/10.5281/zenodo.5506551</a> (conveyor belt data sets only).</p> <p>The camera was recorded on a Bonito CL-400C. The calibration image for the extrinsic parameters can be found in calibration_extrinsics.png for the extrinsics and calibration_color.png for the color calibration. Please see the debayer script on <a href="https://github.com/geomai/debayer_bonito">GitHub</a><strong>.</strong> Each pixel is approximately 0.056 mm long in world coordinates. The frame rate is 192.9 Hz.</p> <p>Algorithms for two key challenges can be developed and evaluated on the data sets:</p> <ol> <li>Multitarget tracking for predicting the particle’s motion. This can be used to enhance the separation of optical sorters. For further details on this, see the publications <ul> <li><em>Florian Pfaff, Marcus Baum, Benjamin Noack, Uwe D. Hanebeck, Robin Gruna, Thomas Längle, Jürgen Beyerer,</em><br> <strong>TrackSort: Predictive Tracking for Sorting Uncooperative Bulk Materials,</strong><br> Proceedings of the 2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI 2015), San Diego, California, USA, September 2015.</li> <li><em>Florian Pfaff, Christoph Pieper, Georg Maier, Benjamin Noack, Robin Gruna, Harald Kruggel-Emden, Uwe D. Hanebeck, Siegmar Wirtz, Viktor Scherer, Thomas Längle, Jürgen Beyerer,</em><br> <strong>Predictive Tracking with Improved Motion Models for Optical Belt Sorting</strong>,<br> at – Automatisierungstechnik, April 2020.</li> </ul> </li> <li>Classification of particles. The classification may use a multitarget tracker to accumulate visual features over time. One can also use the information on the trajectory to classify the particles. For information on this, refer to <ul> <li><em>Georg Maier, Florian Pfaff, Florian Becker, Christoph Pieper, Robin Gruna, Benjamin Noack, Harald Kruggel-Emden, Thomas Längle, Uwe D. Hanebeck, Siegmar Wirtz, Viktor Scherer, Jürgen Beyerer,</em><br> <strong>Improving Material Characterization in Sensor-Based Sorting by Utilizing Motion Information,</strong><br> Proceedings of the 3rd Conference on Optical Characterization of Materials (OCM 2017), Karlsruhe, Germany, March 2017.</li> <li><em>Georg Maier, Florian Pfaff, Florian Becker, Christoph Pieper, Robin Gruna, Benjamin Noack, Harald Kruggel-Emden, Thomas Längle, Uwe D. Hanebeck, Siegmar Wirtz, Viktor Scherer, Jürgen Beyerer,</em><br> <strong>Motion-Based Material Characterization in Sensor-Based Sorting,</strong> <br> tm – Technisches Messen, De Gruyter, October 2017.</li> </ul> </li> </ol> <p><br> To this date, publications that used these data include</p> <ul> <li><em>Daniel Pollithy, Marcel Reith-Braun, Florian Pfaff, Uwe D. Hanebeck,</em><br> <strong>Estimating Uncertainties of Recurrent Neural Networks in Application to Multitarget Tracking</strong>,<br> Proceedings of the 2020 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI 2020), Virtual, September 2020.</li> </ul> <p>CSV-files with already associated particle tracks are available at <a href="https://doi.org/10.5281/zenodo.5506551">https://doi.org/10.5281/zenodo.5506551</a>.</p> <p><strong>Acknowledgment</strong></p> <p>The IGF project 20354 N of the research association Forschungs-Gesellschaft Verfahrens-Technik e.V. (GVT) was supported via the AiF in a program to promote the Industrial Community Research and Development (IGF) by the Federal Ministry for Economic Affairs and Energy on the basis of a resolution of the German Bundestag.</p>
Images of Cylinders Transported on a Conveyor Belt - Recording 2
<p>This data set comprises images of cylinders on a conveyor belt. The images were recorded on the small-scale optical belt sorter Tablesort. A thorough description of the Tablesort system can be found in</p> <ul> <li><em>Georg Maier, Florian Pfaff, Christoph Pieper, Robin Gruna, Benjamin Noack, Harald Kruggel-Emden, Thomas Längle, Uwe D. Hanebeck, Jürgen Beyerer,</em> <strong>Experimental Evaluation of a Novel Sensor-Based Sorting Approach Featuring Predictive Real-Time Multiobject Tracking</strong>, Transactions on Industrial Electronics, February 2020.</li> <li>See also the <a href="https://www.iosb.fraunhofer.de/en/projects-and-products/inside-schuettgut.html">project website</a>.</li> </ul> <p>This dataset is part of a batch of recordings on optical sorters. Please use the search function with the keyword "Tobias Hornberger" (in quotes) to find them or use the list at <a href="https://doi.org/10.5281/zenodo.5506551">https://doi.org/10.5281/zenodo.5506551</a> (conveyor belt data sets only).</p> <p>The camera was recorded on a Bonito CL-400C. The calibration image for the extrinsic parameters can be found in calibration_extrinsics.png for the extrinsics and calibration_color.png for the color calibration. Please see the debayer script on <a href="https://github.com/geomai/debayer_bonito">GitHub</a><strong>.</strong> Each pixel is approximately 0.056 mm long in world coordinates. The frame rate is 192.9 Hz.</p> <p>Algorithms for two key challenges can be developed and evaluated on the data sets:</p> <ol> <li>Multitarget tracking for predicting the particle’s motion. This can be used to enhance the separation of optical sorters. For further details on this, see the publications <ul> <li><em>Florian Pfaff, Marcus Baum, Benjamin Noack, Uwe D. Hanebeck, Robin Gruna, Thomas Längle, Jürgen Beyerer,</em><br> <strong>TrackSort: Predictive Tracking for Sorting Uncooperative Bulk Materials,</strong><br> Proceedings of the 2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI 2015), San Diego, California, USA, September 2015.</li> <li><em>Florian Pfaff, Christoph Pieper, Georg Maier, Benjamin Noack, Robin Gruna, Harald Kruggel-Emden, Uwe D. Hanebeck, Siegmar Wirtz, Viktor Scherer, Thomas Längle, Jürgen Beyerer,</em><br> <strong>Predictive Tracking with Improved Motion Models for Optical Belt Sorting</strong>,<br> at – Automatisierungstechnik, April 2020.</li> </ul> </li> <li>Classification of particles. The classification may use a multitarget tracker to accumulate visual features over time. One can also use the information on the trajectory to classify the particles. For information on this, refer to <ul> <li><em>Georg Maier, Florian Pfaff, Florian Becker, Christoph Pieper, Robin Gruna, Benjamin Noack, Harald Kruggel-Emden, Thomas Längle, Uwe D. Hanebeck, Siegmar Wirtz, Viktor Scherer, Jürgen Beyerer,</em><br> <strong>Improving Material Characterization in Sensor-Based Sorting by Utilizing Motion Information,</strong><br> Proceedings of the 3rd Conference on Optical Characterization of Materials (OCM 2017), Karlsruhe, Germany, March 2017.</li> <li><em>Georg Maier, Florian Pfaff, Florian Becker, Christoph Pieper, Robin Gruna, Benjamin Noack, Harald Kruggel-Emden, Thomas Längle, Uwe D. Hanebeck, Siegmar Wirtz, Viktor Scherer, Jürgen Beyerer,</em><br> <strong>Motion-Based Material Characterization in Sensor-Based Sorting,</strong> <br> tm – Technisches Messen, De Gruyter, October 2017.</li> </ul> </li> </ol> <p><br> To this date, publications that used these data include</p> <ul> <li><em>Daniel Pollithy, Marcel Reith-Braun, Florian Pfaff, Uwe D. Hanebeck,</em><br> <strong>Estimating Uncertainties of Recurrent Neural Networks in Application to Multitarget Tracking</strong>,<br> Proceedings of the 2020 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI 2020), Virtual, September 2020.</li> </ul> <p>CSV-files with already associated particle tracks are available at <a href="https://doi.org/10.5281/zenodo.5506551">https://doi.org/10.5281/zenodo.5506551</a>.</p> <p><strong>Acknowledgment</strong></p> <p>The IGF project 20354 N of the research association Forschungs-Gesellschaft Verfahrens-Technik e.V. (GVT) was supported via the AiF in a program to promote the Industrial Community Research and Development (IGF) by the Federal Ministry for Economic Affairs and Energy on the basis of a resolution of the German Bundestag.</p>
The Cyrus Cylinder
A Babylonian account of the conquest of Babylon by Cyrus. Date: after 539 BC. Found at Amran, Iraq. Located in the British Museum. Photos taken November 2018 with Sony a6000 and processed in Agisoft Photoscan. https://www.britishmuseum.org/research/collection_online/collection_object_details.aspx?objectId=327188&partId=1 Source: Objaverse 1.0 / Sketchfab
156634 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156634<br> Description: cylinder seal<br> Notes: Rampant antelopes and lions (four figures), left a human figure..<br> Materials: shell<br> Time Period: Early Dynastic<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> Other Numbers: 1189 C<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1059282<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
025 Zylinderhalsgefäß / Cylinder-necked beaker
# **Fundort / Site** Unna-Uelzen, Kreis Unna (Germany) # **Fundumstände / Circumstances of discovery** Siedlung / Settlement 2015 # **Objekt / Object** Keramik, Knochen / Pottery, bone Höhe / Height: 10,5 cm Durchmesser / Diameter: 13,5 cm # **Datierung / Dating** Ca. 1050–950 v. Chr. Späte Bronzezeit / Late Bronze Age Urnenfelderkultur / Urnfield Culture # **Fundverbleib / Repository** Zentrales Fundarchiv der LWL-Archäologie für Westfalen, Münster # **3-D-Modell / 3D model** Fotokamera / Photo camera: Nikon D850 Modellberechnung / Model processing: Reality Capture Modell / Model: LWL-Archäologie für Westfalen/Florian Westphal Source: Objaverse 1.0 / Sketchfab
156689 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156689.nosub[1]<br> Description: cylinder seal<br> Notes: Long horned antelopes (2) galloping in file to left.<br> Materials: stone; limestone<br> Time Period: Early Dynastic<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> Other Numbers: X-426<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1059329<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156645 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156645<br> Description: cylinder seal<br> Notes: (Poor condition) Human figure clad in sheep or goat skin garment riding in boat.<br> Materials: shell<br> Time Period: Early Dynastic<br> Accession Number: 1497<br> Other Numbers: 714<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1059291<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156657 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156657.nosub[1]<br> Description: cylinder seal<br> Notes: (lower half of seal only) Gilgamesh with rampant animals.<br> Materials: shell<br> Time Period: Early Dynastic<br> Accession Number: [1497] Excavations at Kish, Iraq (Expedition)<br> Accession Year: 1924<br> Other Numbers: K-1218<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1059303<br> <br> Photography: JP Brown <br> Image generation: Olivia<br> Metashape Pro: Olivia<br> Meshlab 2016.12: Olivia<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
156646 cylinder seal
**Photogrammetric model with virtual impression of carved surface**<br> Catalog Number: 156646<br> Description: cylinder seal<br> Notes: Long cylinder; incised diamond designs with one or two holes for inlay in each diamond; cream color, much worn; all inlay gone.<br> Materials: stone; limestone<br> Cultural Attribution: Neo-Babylonian<br> Time Period: Neo-Babylonian<br> Accession Number: 1497<br> Other Numbers: 1350<br> City/Town: Kish<br> Collector/Source: Excavations at Kish, Iraq, Excavations at Kish, Iraq<br> <br> https://collections-anthropology.fieldmuseum.org/catalogue/1059294<br> <br> Photography: JP Brown <br> Image generation: Sam<br> Metashape Pro: Sam<br> Meshlab 2016.12: Sam<br> ZBrush: JP Brown<br> Source: Objaverse 1.0 / Sketchfab
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research 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.
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.
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.
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.
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.