image conditioned on some query text and reference text which produces different noise estimates for different areas of the image; the difference is used to infer a mask to identify which area of the image needs to be changed to match the query text the input image is encoded into latent space with DDIM the latents are decoded with the diffusion model conditioned on the text query, using the mask as a guide such that pixels outside the mask rem