The invention provides a functional near-
infrared spectrum
signal decoding method, device, equipment and medium, and relates to the field of brain-computer interfaces, and the method comprises the following steps: obtaining a functional near-
infrared spectrum
signal, obtaining oxyhemoglobin concentration variable quantity and anaerobic
hemoglobin concentration variable quantity according to the functional near-
infrared spectrum
signal, and preprocessing the oxyhemoglobin concentration variable quantity and the anaerobic
hemoglobin concentration variable quantity to obtain a first signal fragment sequence and a second signal fragment sequence;
pairing the two sequences to obtain a homologous signal fragment sequence, determining a homologous signal fragment sub-sequence, performing
feature extraction to obtain a neurodynamic feature and a
time sequence feature, constructing a fusion feature input sequence based on the features, and inputting the fusion feature input sequence into a neural
network model to obtain multi-
modal collaborative representation data for representing a
spatial correlation mode of each signal fragment; and carrying out mean
pooling on the data to obtain global representation data, and finally identifying to obtain a physiological state result. The high decoding accuracy is achieved, meanwhile, excessive redundancy of parameters is avoided, and therefore efficient decoding is achieved.