Shypd.aiThe largest open index of AI toolsELITE is an AI tool that encodes visual concepts into textual embeddings for customized text-to-image generation. It uses a learning-based encoder to translate visual concepts into textual embeddings for flexible image creation.
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ELITE (Encoding Visual Concepts into Textual Embeddings for Customized Text-to-Image Generation) is a method presented at ICCV 2023 that allows users to encode visual concepts from images into textual embeddings. These embeddings can then be flexibly composed into new scenes using text-to-image generation models like Stable Diffusion. The tool features a two-module architecture: a global mapping network for encoding concept images into multiple textual word embeddings, and a local mapping network that projects foreground objects into the textual feature space for detailed local control. ELITE is built on the diffusers version of Stable Diffusion and provides scripts for environment setup, customized generation, and training, including a Gradio demo for interactive testing.
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