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. 2021 Oct 15;21(20):6863. doi: 10.3390/s21206863

Table 13.

Hybrid controls for HMIs based on Biopotentials and Image-based systems.

Authors [Reference] Kind of Sensors Application Site of Electrodes Location of Video
System/s
Target Field
Wei and Hu [204] EMG electrodes + Video camera Forehead towards the subject’s face Robotic Control Assistance
Haung et al. [205] Video camera +
EEG electrodes
10–20 EEG international system towards the subject’s face Communication Assistance
Downey et al. [206] Intracortical microelectrode arrays + RGB–D camera Motor cortex on the arm of the robot Robotic Control Assistance
Bu et al. [207] EMG electrodes + Video camera Forearm towards the target
objects
Prosthetic
Control
Assistance
Malechka et al. [208] EEG electrodes +
3 video cameras
10–10 EEG international system two video cameras towards subject’s face (one for each eye
tracking); one video camera towards the
target objects
Smart
Environment
Control
Assistance
McMullen et al. [209] ECoG and depth electrodes + Microsoft
Kinect + video camera
Motor cortex Kinect sensor towards the target objects; video camera towards the
subject’s face
Prosthetic
Control
Assistance
Frisoli et al. [210] EEG electrodes + scene camera (i.e., 2 infrared cameras + 2 infrared LEDs + 1 wide-angle camera) + Microsoft Kinect Over sensorimotor cortex Scene camera mounted on glasses; Kinect sensor towards the target
objects
Robotic Control Rehabilitation