Intelligent sign language translation method and device based on deep learning, equipment and medium

The embodiment of the invention provides an intelligent sign language translation method and device based on deep learning, equipment and a medium, and belongs to the technical field of data processing. Performing channel compression on the text codes by using a stage-0 module; inputting the compressed text code into a stage-1 structure layer, and extracting an initial spatial feature of the compressed text code by using an attention mechanism weighting mode; inputting the initial spatial features into a stage-2 structure layer, a stage-3 structure layer and a stage-4 structure layer in sequence to obtain target spatial features; inputting the target spatial features into a full connection layer to carry out overall feature mapping to obtain a driving matrix; and a low-frequency signal and a high-frequency signal in the driving matrix are constrained by using a one-European adaptive filter, abnormal points in the driving matrix are smoothed, and a coordinate matrix corresponding to sign language translation a