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Artbreeder is a collaborative art website powered by machine learning, originally known as Ganbreeder. The website lets users create and edit photos of people, landscapes, and paintings, among other categories, using the StyleGAN and BigGAN models.
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This work presents a new approach for personalizing text-to-image diffusion models, focusing on users’ needs. The researchers fine-tune a pretrained model to bind a unique identifier with a subject, allowing it to synthesize photorealistic images contextualized in different scenes. The technique uses a semantic prior and autogenous class-specific prior preservation loss to synthesize subjects in diverse scenes, poses, views, and lighting conditions. This technique is applied to tasks such as subject recontextualization, text-guided view synthesis, appearance modification, and artistic rendering, while preserving the subject’s key features.
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The independent research lab Midjourney, Inc., located in San Francisco, developed and hosts the generative artificial intelligence application and service known as Midjourney. Similar to OpenAI’s DALL-E and Stability AI’s Stable Diffusion, Midjourney creates images using natural language descriptions, or “prompts”.
The tool was released on July 12, 2022, and is still in open beta.David Holz is in charge of the Midjourney team. He is a co-founder of Leap Motion.In August 2022, Holz stated to The Register that the business was already making money. With Midjourney, users use Discord bot commands to produce artwork.