IMAGE GENERATORS WITH CONDITIONALLY INDEPENDENT PIXEL SYNTHESIS Russian patent published in 2022 - IPC G06T11/00 G06N3/02 

FIELD: computing technology.

SUBSTANCE: technical result is achieved by generating images with a resolution by means of conditionally independent pixel synthesis, wherein a random vector z ∈ Z and the coordinates of pixels (x, y) ∈ {0 ... W-1}×{0 ... H-1} of a floating-point image are extracted by a multilayer perceptron, processing the coordinates of pixels of the floating-point image with a set of sines with different frequencies, searching for pre-trained coordinate embeddings in the network weights using the coordinates of pixels of the floating-point image, transforming a random vector by a display network using the coordinates of pixels of the floating-point image, the output whereof affects the weights in the fully connected layer, returning the RGB values of each pixel of the image by a multilayer perceptron, estimating the perceptron generator G(x; y; z) on each pair (x, y), calculating the full output image according to the estimate I = {G(x, y; z)|(x, y) ∈ mgrid (H, W)}.

EFFECT: improvement in image quality with limited resources of the graphics processors.

6 cl, 3 tbl, 13 dwg