Gaze, visual, myoelectric, and inertial data of grasps for intelligent prosthetics

被引:31
作者
Cognolato, Matteo [1 ,2 ]
Gijsberts, Arjan [3 ]
Gregori, Valentina [3 ,4 ]
Saetta, Gianluca [5 ]
Giacomino, Katia [6 ]
Hager, Anne-Gabrielle Mittaz [6 ]
Gigli, Andrea [3 ]
Faccio, Diego [7 ]
Tiengo, Cesare [7 ]
Bassetto, Franco [7 ]
Caputo, Barbara [3 ,8 ]
Brugger, Peter [5 ,9 ]
Atzori, Manfredo [1 ]
Mueller, Henning [1 ,10 ]
机构
[1] Univ Appl Sci Western Switzerland HES SO Valais, Informat Syst Inst, Sierre, Switzerland
[2] Swiss Fed Inst Technol, Dept Hlth Sci & Technol, Rehabil Engn Lab, Zurich, Switzerland
[3] Ist Italiano Tecnol, Genoa, Italy
[4] Univ Roma La Sapienza, Dept Comp Control & Management Engn, Rome, Italy
[5] Univ Hosp Zurich, Dept Neurol, Zurich, Switzerland
[6] Univ Appl Sci Western Switzerland HES SO Valais, Dept Phys Therapy, Leukerbad, Switzerland
[7] Padova Univ Hosp, Clin Plast Surg, Padua, Italy
[8] Politecn Torino, Turin, Italy
[9] Rehabil Ctr Valens, Valens, Switzerland
[10] Univ Geneva, Geneva, Switzerland
基金
瑞士国家科学基金会;
关键词
PATTERN-RECOGNITION; SURFACE; SIGNAL; STATE; TIME; EMG;
D O I
10.1038/s41597-020-0380-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Measurement(s)muscle electrophysiology trait center dot eye movement measurement center dot first person video center dot body movement coordination trait center dot head movement trait center dot eye-hand coordinationTechnology Type(s)electromyography center dot eye tracking device center dot Accelerometer center dot accelerometer and gyroscope center dot data transformationFactor Type(s)age center dot sex center dot handedness center dot amputation side center dot amputation cause center dot years since amputation center dot residual limb length center dot prosthesisSample Characteristic - OrganismHomo sapiens Machine-accessible metadata file describing the reported data: 10.6084/m9.figshare.11672442 A hand amputation is a highly disabling event, having severe physical and psychological repercussions on a person's life. Despite extensive efforts devoted to restoring the missing functionality via dexterous myoelectric hand prostheses, natural and robust control usable in everyday life is still challenging. Novel techniques have been proposed to overcome the current limitations, among them the fusion of surface electromyography with other sources of contextual information. We present a dataset to investigate the inclusion of eye tracking and first person video to provide more stable intent recognition for prosthetic control. This multimodal dataset contains surface electromyography and accelerometry of the forearm, and gaze, first person video, and inertial measurements of the head recorded from 15 transradial amputees and 30 able-bodied subjects performing grasping tasks. Besides the intended application for upper-limb prosthetics, we also foresee uses for this dataset to study eye-hand coordination in the context of psychophysics, neuroscience, and assistive robotics.
引用
收藏
页数:15
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