The present application relates to a kind of based on topological-
frequency domain collaborative field sensing network's
remote sensing image semantic
analysis method, belong to
remote sensing image semantic analysis technical field.The method includes:
remote sensing image is initialized pretreatment, and
image field representation is obtained;Topological-
frequency domain collaborative field sensing
encoder is constructed, and
image field representation is carried out multi-level field
decomposition and reorganization, and deep field representation is obtained;Field dynamic aggregation
bottleneck layer is constructed, and deep field representation is carried out global field
perception and sparse screening, and
global optimization field feature is obtained;Field cognitive decoder is constructed, and
global optimization field feature is inverted into pixel-level semantic field;Field cognitive
loss function is constructed, and pixel-level semantic field is combined by back propagation training topological-
frequency domain collaborative field sensing network, and the semantic field graph is output using trained topological-frequency domain collaborative field sensing network.It aims at solving the technical problems that existing technology has single cognitive dimension,
feature fusion mean value, structure integrity loss and weak generalization ability.