Gesture recognition method for reducing false alarm rate, gesture recognition system for reducing false alarm rate, and performing device thereof

A gesture recognition system for reducing a false alarm rate, comprising a performing device;

• wherein the performing device comprises:
• a sensing unit, configured to sense a sensing signal;
• a memory unit, configured to store a first recognition neural network and a first noise neural network;
• a processing unit, configured to be electrically connected to the sensing unit and the memory unit;
• wherein the processing unit receives the sensing signal from the sensing unit, sets the sensing signal to input data of the first recognition neural network, and classifies a gesture event according to the sensing signal by using the first recognition neural network;
• wherein the processing unit further sets the sensing signal to input data of the first noise neural network, and the processing unit determines whether the sensing signal is a noise by using the first noise neural network;
• wherein when the sensing signal is not the noise, the processing unit executes the gesture event.

A performing device, comprising:

• a sensing unit, configured to sense a sensing signal;
• a memory unit, configured to store a first recognition neural network and a first noise neural network;
• a processing unit, configured to be electrically connected to the sensing unit and the memory unit;
• wherein the processing unit receives the sensing signal from the sensing unit, sets the sensing signal to input data of the first recognition neural network, and classifies a gesture event according to the sensing signal by using the first recognition neural network;
• wherein the processing unit further sets the sensing signal to input data of the first noise neural network, and the processing unit determines whether the sensing signal is a noise by using the first noise neural network;
• wherein when the sensing signal is not the noise, the processing unit executes the gesture event.