TiNO-Edit: Timestep and Noise Optimization for Robust Diffusion-Based Image Editing

arXiv:2404.11120v1 Announce Type: new
Abstract: Despite many attempts to leverage pre-trained text-to-image models (T2I) like Stable Diffusion (SD) for controllable image editing, producing good predictable results remains a challenge. Previous approaches have focused on either fine-tuning pre-trained T2I models on specific datasets to generate certain kinds of images (e.g., with a specific object or person), or on optimizing the weights, text prompts, and/or learning features for each input image in an attempt to coax the image generator to produce the …

arxiv cs.cv diffusion edit editing image noise optimization robust type