The invention provides a butterfly species intelligent identification method and
system. The method comprises the following steps: constructing a form and life cycle association feature
library; collecting butterfly dynamic behavior video data based on the
database, analyzing behavior rules, and generating behavior feature vectors; constructing an ecological-species association dynamic model, mining a response relationship, and generating an ecological
feature vector; a butterfly flight wing vibration infrasonic wave
signal is collected, and an acoustic
feature vector is extracted. And carrying out fusion by using a multi-
modal Transform architecture, and carrying out contrast learning alignment to generate a fusion
feature vector. And based on this, a recognition model is constructed, and a final model output recognition result is generated. According to the method, illumination interference is resisted through three-dimensional
point cloud data, the problem of image missing is solved through an LSTM-GNN network rule, the problem of correcting single
ecological data through ecological feature vectors is solved,
environmental noise influences are filtered out through acoustic features, complementary fusion feature vectors are formed through four-
modal feature fusion, and the model keeps high accuracy in a complex scene.