What Is Imagen Editor?
Imagen Editor is an AI tool that revolutionizes text-guided image editing. It addresses the challenge of generating faithful edits based on input text prompts while maintaining consistency with input images. This is achieved through a cascaded diffusion model, fine-tuned on text-guided image inpainting. Imagen Editor uses object detectors to propose inpainting masks during training, ensuring edits that stay true to the text prompts. Additionally, the tool preserves fine details by conditioning the cascaded pipeline on the original high-resolution image.
To enhance the evaluation process, Imagen Editor introduces EditBench, a systematic benchmark for text-guided image inpainting. EditBench evaluates inpainting edits on both natural and generated images, exploring objects, attributes, and scenes. Human evaluation on EditBench demonstrates significant improvements in text-image alignment when object masking is employed during training. In comparison to other models like DALL-E 2 and StableDiffusion, Imagen Editor emerges as the preferred choice. These models excel in object-rendering and demonstrate better handling of material/color/size attributes compared to count/shape attributes.
Imagen Editor streamlines the text-guided image editing workflow, enabling users to generate edits that faithfully align with their text prompts. It offers a robust solution for creative applications and has been well-received in evaluations against competing models. As the field of text-guided image editing continues to evolve, Imagen Editor contributes to the advancement and evaluation of this transformative technology.
