Attention training system and method based on target detection and SSVEP
A target detection and training system technology, applied in the field of attention training system, can solve the problems of little innovation in task design, single training elements, drug side effects, etc., and achieve the effect of being suitable for popularization and use, the method is simple and feasible, and the cost is low.
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Embodiment 1
[0070] In this example, see figure 1 , a kind of attention training system based on target detection and SSVEP, comprises camera, EEG cap, computer, mechanical arm, attention training interface, target detection unit and SSVEP decoding unit, it is characterized in that: described EEG cap passes wireless The computer is connected with the computer in the way, the computer includes the attention training interface, the target detection unit and the SSVEP decoding unit, and the camera is connected with the computer through a cable;
[0071] The camera: used to obtain the video stream and transmit it to the attention training interface and the target detection unit on the computer side;
[0072] The EEG cap: used to collect the SSVEP EEG signal output by the user, and transmit the EEG signal to the computer terminal;
[0073] The computer: used to display the attention training interface, using the target detection unit, the video stream collected by the camera is passed through ...
Embodiment 2
[0077] This embodiment is basically the same as Embodiment 1, especially in that:
[0078] In this example, see Figure 1-Figure 2 , the process of performing target detection by the SSD target detection and recognition algorithm includes two processes of off-line training and online recognition, wherein the off-line training step includes:
[0079] a-1. Build a target detection training set;
[0080] a-2. Input the training set into the SSD target detection network for training;
[0081] a-3. Generate SSD target detection model;
[0082] The online identification process includes:
[0083] b-1. Read the video stream collected by the camera;
[0084] b-2. Load the offline trained SSD target detection model;
[0085] b-3. After the image is preprocessed, it is passed into the network structure to obtain the target information;
[0086] b-4. Use non-maximum value suppression to remove target frame information with high repetition rate;
[0087] b-5. Output target informat...
Embodiment 3
[0096] This embodiment is basically the same as the above-mentioned embodiment, and the special features are:
[0097] In this embodiment, a kind of attention training method based on target detection and SSVEP adopts the above-mentioned embodiment to operate based on the attention training system of target detection and SSVEP, and the operation steps are as follows:
[0098] (1) The user wears the EEG cap and connects the camera;
[0099] (2) Open the attention training interface, click the button to open the camera, and the attention training interface will detect according to the SSD target detection algorithm;
[0100] (3) Click the start training button;
[0101] (4) When stimulation flickers appear on the attention training interface, the user stares at the corresponding flickering block according to the voice prompt, and the attention training interface draws stimulation flickering, while the EEG cap collects EEG signals and transmits them to the SSVEP decoding unit on...
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Abstract
Description
Claims
Application Information
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