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公开(公告)号:US12079902B2
公开(公告)日:2024-09-03
申请号:US18052862
申请日:2022-11-04
Applicant: Lemon Inc.
Inventor: Qing Yan , Bingchen Liu , Yizhe Zhu , Xiao Yang
Abstract: Systems and methods are provided that include a processor executing a program to process an initial image through a first diffusion stage to generate a final first stage image, wherein the first diffusion stage includes using a diffusion model, a gradient estimator model smaller than the diffusion model, and a text-image match gradient calculator. The processor further executes the program to process the final first stage image through a second diffusion stage to generate a final second stage image. The second diffusion stage includes, for a second predetermined number of iterations, inputting the final first stage image to through the diffusion model, back-propagate the image through the text-image match gradient calculator to calculate a second stage gradient against the input text, and update the final first stage image by applying the second stage gradient to the final first stage image.