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今天的主题是：
OSDFace: One-Step Diffusion Model for Face Restoration
Summary
The paper introduces OSDFace, a novel one-step diffusion model for high-speed face restoration. OSDFace uses a visual representation embedder (VRE) to capture detailed facial information from low-quality images, improving realism and identity consistency. The model incorporates a facial identity loss and a GAN for enhanced alignment with ground truth images. Experimental results show OSDFace surpasses state-of-the-art methods in both visual quality and speed, achieving high-fidelity restoration with significantly reduced computational cost. The authors provide comprehensive quantitative and qualitative comparisons against existing techniques.
原文链接：https://arxiv.org/abs/2411.17163
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