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.
83
datasets available to search
ShareScore release 0.9.0
Dataset results
83 results for “visual processing”
ENST-Drums: an extensive audio-visual database for drum signals processing
<p>The <strong>ENST-Drums database</strong> is a large and varied research database for automatic drum transcription and processing:</p> <ul> <li>Three professional drummers specialized in different music genres were recorded.</li> <li>Total duration of audio material recorded per drummer is around 75 minutes.</li> <li>Each drummer played his own drum kit.</li> <li>Each sequence used either sticks, rods, brushes or mallets to increase the diversity of drum sounds.</li> <li>The drum kits themselves are varied, ranging from a small, portable, kit with two toms and 2 cymbals, suitable for jazz and latin music ; to a larger rock drum set with 4 toms and 5 cymbals.</li> </ul> <p>Each sequence is recorded on 8 individual audio channels, is filmed from two angles, and is fully annotated</p> <p>A large part of ENST-Drums is publicly available <strong>under some conditions</strong>. These conditions include:</p> <ul> <li>The use and exploitation of the database should be limited to <strong>research</strong> purposes. No commercial use is possible.</li> <li>The database is distributed under the licence "Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)"</li> <li>Any document describing a research work where ENST-Drums was used should include a reference to ENST-Drums and to the paper <em>Olivier Gillet and Gaël Richard. ENST-Drums: an extensive audio-visual database for drum signals processing, In Proc of ISMIR'06, Victoria, Canada, 2006.</em></li> </ul> <p> </p> <p><strong>Acknowledgements</strong></p> <p>We would like to thank:</p> <ul> <li>The 3 drummers: Louis Cavé, Bertrand Clouard and Frédéric Rottier.</li> <li>E. Thiévon (author) and Play Music Publishing (publisher) for the background accompaniment sequences.</li> </ul> <p>The authors wish to acknowledge the support of the French ministry of research (<a href="http://recherche.ircam.fr/equipes/analyse-synthese/musicdiscover">ACI-MusicDiscover</a> project) and of the European Commission under the <a href="http://www.k-space.eu/">FP6-027026-K-SPACE</a> contract.</p>
Neural and visual processing of social gaze cueing in typical and ASD adults
<p>Atypical eye gaze in joint attention is a clinical characteristic of autism spectrum disorder (ASD). Despite this documented symptom, neural processing of joint attention tasks in real-life social interactions is not understood. To address this knowledge gap, functional-near infrared spectroscopy (fNIRS) and eye-tracking data were acquired simultaneously as ASD and typically developed (TD) individuals engaged in a gaze-directed joint attention task with a live human and robot partner. We test the hypothesis that face processing deficits in ASD are greater for interactive faces than for simulated (robot) faces. Consistent with prior findings, neural responses during human gaze cueing modulated by face visual dwell time resulted in increased activity of ventral frontal regions in ASD and dorsal parietal systems in TD participants. Hypoactivity of the right dorsal parietal area during live human gaze cueing was correlated with autism spectrum symptom severity: Brief Observations of Symptoms of Autism (BOSA) scores (r = -0.86). Contrarily, neural activity in response to robot gaze cueing modulated by visual acquisition factors activated dorsal parietal systems in ASD, and this neural activity was not related to autism symptom severity (r = 0.06). These results are consistent with the hypothesis that altered encoding of incoming facial information to the dorsal parietal cortex is specific to live human faces in ASD. These findings open new directions for understanding joint attention difficulties in ASD by providing a connection between superior parietal lobule activity and live interaction with human faces.</p>
Processing load, and not stimulus evidence, determines the duration of unconscious visual feature integration
<p>Data and MATLAB analysis script for the paper "Processing load, and not stimulus evidence, determines the duration of unconscious visual feature integration"</p>
Neural and behavioral data from: A dynamic sequence of visual processing initiated by gaze shifts
<p>Animals move their head and eyes as they explore and sample the visual scene. Previous studies have demonstrated neural correlates of head and eye movements in rodent primary visual cortex (V1), but the sources and computational roles of these signals are unclear. We addressed this by combining measurement of head and eye movements with high density neural recordings in freely moving mice. V1 neurons responded primarily to gaze shifts, where head movements are accompanied by saccadic eye movements, rather than to head movements where compensatory eye movements stabilize gaze. A variety of activity patterns immediately followed gaze shifts, including units with positive, biphasic, or negative responses, and together these responses formed a temporal sequence following the gaze shift. These responses were greatly diminished in the dark for the vast majority of units, replaced by a uniform suppression of activity, and were similar to those evoked by sequentially flashed stimuli in head-fixed conditions, suggesting that gaze shift transients represent the temporal response to the rapid onset of new visual input. Notably, neurons responded in a sequence that matches their spatial frequency preference, from low to high spatial frequency tuning, consistent with coarse-to-fine processing of the visual scene following each gaze shift. Recordings in foveal V1 of freely gazing head-fixed marmosets revealed a similar sequence of temporal response following a saccade, as well as the progression of spatial frequency tuning. Together, our results demonstrate that active vision in both mice and marmosets consists of a dynamic temporal sequence of neural activity associated with visual sampling.</p>
Processed data for: Co-registration of heading to visual cues in retrosplenial cortex
Open the record for dataset details and reuse information.
Stiffness reprogrammable magnetorheological metamaterials inspired by the spine for multi-bit visual mechanical information processing
Open the record for dataset details and reuse information.
Visual processing and collective motion-related decision-making in desert locusts
Open the record for dataset details and reuse information.
Neural and behavioral data from: A dynamic sequence of visual processing initiated by gaze shifts
Open the record for dataset details and reuse information.
Neural and visual processing of social gaze cueing in typical and ASD adults
Open the record for dataset details and reuse information.
Spatiotemporal processing of real faces is supported by dissociable visual-sensing-modulated neural circuitry
Open the record for dataset details and reuse information.
Data from: Visualizing mineralization processes and fossil anatomy using synchronous synchrotron X-ray fluorescence and X-ray diffraction mapping
Open the record for dataset details and reuse information.
Data from: Zebrafish differentially process colour across visual space to match natural scenes
Animal eyes have evolved to process behaviorally important visual information, but how retinas deal with statistical asymmetries in visual space remains poorly understood. Using hyperspectral imaging in the field, in vivo 2-photon imaging of retinal neurons, and anatomy, here we show that larval zebrafish use a highly anisotropic retina to asymmetrically survey their natural visual world. First, different neurons dominate different parts of the eye and are linked to a systematic shift in inner retinal function: above the animal, there is little color in nature, and retinal circuits are largely achromatic. Conversely, the lower visual field and horizon are color rich and are predominately surveyed by chromatic and color-opponent circuits that are spectrally matched to the dominant chromatic axes in nature. Second, in the horizontal and lower visual field, bipolar cell terminals encoding achromatic and color-opponent visual features are systematically arranged into distinct layers of the inner retina. Third, above the frontal horizon, a high-gain UV system piggybacks onto retinal circuits, likely to support prey capture.
How manual object exploration is associated with 7- to 8-month-old infants' visual prediction abilities in spatial object processing.
<p>Data set of Kubicek, C., Jovanovic, B., & Schwarzer, G. (in press). How manual object exploration is associated with 7- to 8-month-old infants’ visual prediction abilities in spatial object processing. <em>Infancy.</em></p>
Stable Machine-Learning Parameterization of Subgrid Processes in a Comprehensive Atmospheric Model Learned From Embedded Convection-Permitting Simulations: Data and Visualization Notebooks
<p>The data, jupyter notebooks, and saved model weights for the "Stable Machine-Learning Parameterization of Subgrid Processes in a Comprehensive Atmospheric Model Learned From Embedded Convection-Permitting Simulations" Hu et al. (2025) arxiv preprint: <a href="https://arxiv.org/abs/2407.00124">arXiv:2407.00124</a>. This updated version contains more analysis notebooks together with related data/model.</p>
Processed Data and codes for visualization
<p>Processed Data and codes for visualization</p>
Audio-Visual Analytics Process
<p>Conceptual process of an audio-visual analytics environment: Data is transformed to images and sound for the human analyst who interactively steers the analysis.</p> <p>Created using the <a href="https://thenounproject.com/icon/engineer-1362184/">"engineer" icon by Pawinee E. from the Noun Project</a> under <a href="https://creativecommons.org/licenses/by/2.0/">CC BY</a>.</p> <p> </p>
Processed data and scripts for visualization of Kotsuki et al. (2022; GMDD)
<p>Processed data and scripts for visualization of Kotsuki et al. (2022; GMDD)</p>
Action-based predictions affect visual perception, neural processing, and pupil size, regardless of temporal predictability
<p>Data supporting the findings in:</p> <p>Lubinus, C., Einhäuser, W., Schiller, F., Kircher, T., Straube, B., & van Kemenade, B. M. (2022). Action-based predictions affect visual perception, neural processing, and pupil size, regardless of temporal predictability. <em><strong>NeuroImage</strong>. DOI: XXX</em></p> <p>Details are specified in the readme file.</p>
Kinematic Process and Characteristic of Root-Induced Water Flow Using a Visualizing Point Source Infiltration Experiment
<p><span>The video is the temporal results of the 2-D point source infiltration experiment in this paper. ‘G-’ represents the granular experimental group, and ’RG-’ represents the root-granular experimental group. The injection rate of G-1 and RG-1 is 0.25 mm/min, corresponding to the boundary flow rate of 0.03 ml/min. </span></p> <p><span>In this experiment, the glass beads have a particle diameter ranging from 0.6-0.8 mm. The selected root has diameters ranging from 1.3-1.5 mm.</span></p>
Data for: Exploring Emerging Social Media: Acquiring, Processing, and Visualizing Data with Python and OSoMe Web Tools
<p>Data collected from Bluesky and Mastodon via streaming covering the period between 2024-06-25 and 2024-07-02. Entries contains any the of following terms: biden, trump, or debate. Data also contains embedding precalculated for each dataset. The data also contains embeddings pre calculcated for the datasets.</p>
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.