The invention provides a pixel-
level data enhancement method based on
small target detection in a complex scene. The pixel-
level data enhancement method comprises the following steps: S1, preparing data; s2, randomly
copying and pasting the instance target; s3, updating the enhanced data
label and the
mask; and S4, determining whether the data volume is sufficient. According to the pixel-
level data enhancement method based on
small target detection in the complex scene provided by the invention, the
data set is expanded by simply
copying and pasting the instance target on the target detection data, so that the limitation of spending a large amount of
manual annotation in the past is broken through; meanwhile, compared with an existing enhancement means, the data enhancement effect is more suitable for solving the problem of
small target detection in a complex scene, one-pixel-level data enhancement is achieved, the enhanced data is relatively attached to original target detection data, mosaic style pixel blocks cannot appear near pasted target pixels, and the detection accuracy is improved. The problem of
confusion with a low-pixel detected target is solved, and invalid operation of data enhancement due to complex data background environment is avoided.