2024年3月24日 · 本文介绍了一种无训练的图像生成方法ConsiStory，通过修改Attention机制保持对象一致性，同时实现丰富的构图和背景多样性。 它利用共享注意力层和特征注入来确保同 …

本文提出 ConsiStory，无需训练， 通过共享预训练模型的内部激活值，就能做到 subject 一致的生成。 作者引入了主题驱动的共享注意力层（subject-driven attention ）和基于对应关系的特征 …

We present ConsiStory, a training-free approach that enables consistent subject generation in pretrained text-to-image models. It does not require finetuning or personalization, and as a …

Flux Image To Image is a specialized AI model derived from Flux that excels at maintaining visual consistency when transforming images. It's particularly powerful for creating variations of …

2024年6月20日 · This work aims to enrich distilled text-to-image diffusion models with the ability to effectively encode real images into their latent space. To this end, we introduce invertible …

2024年2月5日 · We compare ConsiStory to a range of baselines, and demonstrate state-of-the-art performance on subject consistency and text alignment, without requiring a single optimization …

ConsiStory is a method for generating consistent subjects in pre-trained text-to-image models without requiring any training. It does not require fine-tuning or personalization, making it 20 …

text-image consistency, often resulting in very misleading se-mantics in the generated images. Albeit its significance, how to design a better text-image consistency metric surprisingly …

2024年6月24日 · PCIG addresses three key aspects of consistency: (1) general objects (GO), ensuring accurate depiction of object attributes and placement; (2) text within the image …

2023年12月1日 · Generating high-quality images from text remains a challenge in visual-language understanding, with text-image consistency being a major concern. Particularly, the most …