Forgedit
Forgedit is a text-guided image editing tool built on Stable Diffusion that enables users to modify real or synthetic images using only the original image and a text prompt. The software addresses the challenge of editing specific image regions while preserving original identity and structure through a novel vision-language joint optimization framework that reconstructs images in approximately 30 seconds to a minute depending on resolution. Key features include a vector projection mechanism in text embedding space that independently controls identity similarity and editing strength, and a forgetting strategy leveraging properties of the UNet architecture to prevent overfitting during fine-tuning on single images. The codebase offers both vanilla and DreamBooth variants, supporting different Stable Diffusion models such as SD 1.4 and Realistic Vision. It allows for training, saving, and editing with adjustable parameters including resolution, gamma ranges, and interpolation methods like vector subtraction. For