Fine Grained Image Editing

Fine-grained image editing focuses on precisely manipulating specific image regions or attributes, going beyond global adjustments. Current research emphasizes improving control and speed using diffusion models, often incorporating text prompts or pixel-wise guidance to direct edits, and exploring autoregressive methods for more natural-looking results. These advancements are significant because they enable more nuanced and efficient image manipulation, with applications ranging from photo retouching and artistic creation to video editing and potentially even automated image processing tasks.

Papers