“In the realm of image generation, researchers have made significant strides with text-to-image diffusion models, particularly in the area of image inpainting. A new approach, which employs a plug-and-play low-rank adaptation module and GPT-4V prompting, has been developed to enhance exemplar-driven inpainting, offering a tool for customized object inpainting with improved fidelity. This advancement lays a foundation for the construction of more personalized image inpainting systems.”