Back

A Virtual Reality Dataset to Support Hand Action Observation in Rehabilitation and Motor Learning Studies

Ciraolo, A.; Scalona, E.; Zilli, A.; Nuara, A.; De Marco, D.; Rizzolatti, G.; Adamo, P.; Gatti, R.; Rossi, P.; Banfi, S.; Rocca, M. A.; Filippi, M.; Avanzini, P.; Fabbri-Destro, M.

2026-02-24 neuroscience
10.64898/2026.02.23.707557 bioRxiv
Show abstract

The recovery of motor function is increasingly understood as a process influenced not only by physical training but also by perceptual and cognitive strategies. Action Observation Treatment (AOT), a neurorehabilitation approach in which patients observe goal-directed motor actions before executing them, has demonstrated clinical benefits; however, its wider implementation is hindered by a lack of standardized procedures. We present an open-access dataset of 33 upper limb gestures specifically developed to support the administration of Virtual Reality-based AOT (VR-AOT). The gestures were selected in collaboration with expert physiotherapists to ensure clinical relevance, and are provided as motion capture recordings along with Unity-based 3D animations embedded in configurable virtual scenes. The dataset is designed for flexibility, allowing users to modify parameters such as viewpoint, laterality, and repetition count. Technical validation confirms its usability and therapeutic applicability across multiple clinical and research contexts. This dataset offers a standardized yet customizable resource for developing and comparing VR-AOT protocols, with potential applications in neurorehabilitation and motor learning research.

Matching journals

The top 3 journals account for 50% of the predicted probability mass.

1
Scientific Data
174 papers in training set
Top 0.1%
19.2%
2
Scientific Reports
3102 papers in training set
Top 0.7%
19.1%
3
PLOS ONE
4510 papers in training set
Top 12%
15.1%
50% of probability mass above
4
Journal of NeuroEngineering and Rehabilitation
28 papers in training set
Top 0.2%
6.5%
5
Sensors
39 papers in training set
Top 0.5%
3.7%
6
Frontiers in Human Neuroscience
67 papers in training set
Top 0.6%
2.8%
7
Journal of Neuroscience Methods
106 papers in training set
Top 0.6%
2.1%
8
npj Digital Medicine
97 papers in training set
Top 2%
2.1%
9
Nature Communications
4913 papers in training set
Top 50%
1.7%
10
Frontiers in Bioengineering and Biotechnology
88 papers in training set
Top 1%
1.7%
11
Frontiers in Psychiatry
83 papers in training set
Top 2%
1.7%
12
Healthcare
16 papers in training set
Top 0.8%
1.5%
13
Journal of Neural Engineering
197 papers in training set
Top 1%
1.3%
14
Frontiers in Physiology
93 papers in training set
Top 4%
1.3%
15
Science Advances
1098 papers in training set
Top 24%
1.1%
16
PLOS Computational Biology
1633 papers in training set
Top 22%
0.9%
17
IEEE Transactions on Biomedical Engineering
38 papers in training set
Top 0.8%
0.8%
18
Neurorehabilitation and Neural Repair
17 papers in training set
Top 0.6%
0.7%
19
IEEE Access
31 papers in training set
Top 1%
0.7%
20
iScience
1063 papers in training set
Top 40%
0.5%
21
IEEE Transactions on Neural Systems and Rehabilitation Engineering
40 papers in training set
Top 0.7%
0.5%
22
Journal of Translational Medicine
46 papers in training set
Top 4%
0.5%
23
Communications Biology
886 papers in training set
Top 31%
0.5%
24
eLife
5422 papers in training set
Top 63%
0.5%