Shypd.aiThe largest open index of AI toolsPaint-by-Example is an open-source image editing tool that leverages diffusion models for exemplar-guided image editing. It provides precise control over image modifications, allowing users to achieve high-fidelity results.
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Paint-by-Example is an innovative open-source tool that introduces exemplar-guided image editing using advanced diffusion models. Unlike traditional language-guided methods, this approach offers more precise control over image modifications by leveraging self-supervised training to disentangle and re-organize source and exemplar images. The tool addresses common fusing artifacts through an information bottleneck and strong augmentations, preventing simple copy-pasting. It also features an arbitrary shape mask for exemplar images and utilizes classifier-free guidance to enhance similarity. The entire editing process involves a single forward pass of the diffusion model, eliminating the need for iterative optimization. This framework enables controllable editing on in-the-wild images with impressive performance and high fidelity, making it suitable for researchers and developers in the field of computer vision.
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