Useful and public datasets
I list some datasets that I find useful and public here. Unless otherwise noted, all datasets are available for download from the NEMAR Archive
Section
Data
How to access datasets.
- Dec 2025
Image Annotation Tool: VLM-Based Annotation for Neuroscience
An annotation bank for the NSD Shared 1000 images generated using open-source Vision Language Models. The tool supports batch processing across multiple VLMs with plans to integrate Hierarchical Event Descriptors (HED) …
- Dec 2025
Annotation Garden Initiative: Collaborative Annotation for Neuroscience
AGI addresses the critical gap between increasingly complex naturalistic stimuli and the need for standardized, reusable annotations. Through GitHub-based version control and modern web interfaces, AGI enables …
- Aug 2025
NEMAR Dataset Citations Analysis Dashboard
This dashboard provides comprehensive analysis of dataset citations within the NEMAR ecosystem, revealing collaboration patterns, research trends, and the impact of open neuroscience data sharing on the research …
- Jul 2025
HBN Dataset Insights Dashboard
This is a data visualization dashboard for exploring the Healthy Brain Network EEG dataset. Features age and sex distributions, task availability metrics, mental health correlations, and per-release analysis across 11 …
- Jul 2025
Hyser: High-Density Surface EMG Dataset for Neural Interface Research
The Hyser dataset provides 256-channel HD-sEMG recordings from 20 subjects across five distinct tasks, including gesture recognition and force control paradigms, making it ideal for developing advanced neural interfaces …
- Oct 2024
HBN-EEG: Healthy Brain Network EEG Datasets
The Healthy Brain Network EEG Datasets (HBN-EEG) includes 11 dataset releases containing EEG, behavioral data, and rich event annotations from participants aged 5-21 years, supporting large-scale analyses and …
