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Text-to-Image Diffusion Models
IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models
Published:8/13/2023
Text-to-Image Diffusion ModelsImage Prompt GenerationDecoupled Cross-Attention MechanismLightweight Adapter DesignMultimodal Image Generation
The paper introduces IPAdapter, a lightweight adapter that enhances pretrained texttoimage diffusion models' image prompt capabilities through a decoupled crossattention mechanism, achieving performance comparable to fully finetuned models with only 22M parameters.
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DreamClear: High-Capacity Real-World Image Restoration with Privacy-Safe
Dataset Curation
Published:10/24/2024
Real-World Image RestorationDiffusion TransformerPrivacy-Safe Dataset CurationText-to-Image Diffusion ModelsMultimodal Large Language Model Assisted Restoration
This work introduces GenIR for privacysafe, largescale dataset generation and DreamClear, a DiT model leveraging generative priors and multimodal LLMs for adaptive, highquality realworld image restoration.
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