Meta presents Imagine yourself Tuning-Free Personalized Image Generation paper page: huggingface.co/papers/2409.1… Diffusion models have demonstrated remarkable efficacy across various image-to-image tasks. In this research, we introduce Imagine yourself, a state-of-the-art model designed for personalized image generation. Unlike conventional tuning-based personalization techniques, Imagine yourself operates as a tuning-free model, enabling all users to leverage a shared framework without individualized adjustments. Moreover, previous work met challenges balancing identity preservation, following complex prompts and preserving good visual quality, resulting in models having strong copy-paste effect of the reference images. Thus, they can hardly generate images following prompts that require significant changes to the reference image, \eg, changing facial expression, head and body poses, and the diversity of the generated images is low. To address these limitations, our proposed method introduces 1) a new synthetic paired data generation mechanism to encourage image diversity, 2) a fully parallel attention architecture with three text encoders and a fully trainable vision encoder to improve the text faithfulness, and 3) a novel coarse-to-fine multi-stage finetuning methodology that gradually pushes the boundary of visual quality. Our study demonstrates that Imagine yourself surpasses the state-of-the-art personalization model, exhibiting superior capabilities in identity preservation, visual quality, and text alignment. This model establishes a robust foundation for various personalization applications. Human evaluation results validate the model's SOTA superiority across all aspects (identity preservation, text faithfulness, and visual appeal) compared to the previous personalization models.

Truly nothing could have prepared me for the second sentence.

This report is damning. Goldman Sachs's Head of Global Equity Research doesn't believe that generative AI is capable of solving complex problems, and says the tech industry "is too complacent in its assumptions that costs will decline substantially"

Katie Ledecky finishes her 400m free in UNDER FOUR MINUTES. 😳 📺 @peacock | #SwimTrials24

steve jobs on his strengths and weaknesses

Hochul says she backed a payroll mobility tax because “large businesses” can handle a “small” tax increase — even though city lawmakers say, if Hochul wants to address affordability and help businesses recover from the pandemic: why further put it on their shoulders?

New South Park nails it. Health insurance is complete racket: when I was sick (paid into insurance entire life, never used it) at age 33 they tried to deny coverage. MDs at Stanford Oncology had to plead case. Took us weeks. While at my worst. Burn it down