三十五、Versatile Diffusion: Text, Images and Variations All in One Diffusion Model 2024.01 三十六、Diffusion Model-Based Image Editing: A Survey 2024.02 三十七、Text-to-Image Diffusion Models are Great Sketch-Photo Matchmakers 2024.03 三十八、It's All About Your Sketch: Democratising Sketch Control in...
Diffusion Model-Based Image Editing: A Survey (TPAMI 2025) - SiatMMLab/Awesome-Diffusion-Model-Based-Image-Editing-Methods
作者将intruction-base image editing任务建模为生成任务,并用diffusion model进行求解。核心创新点有两个 详细定义了instruction-based image edit处理的任务,并设计了一个高效高质量的数据构建方法。 为提升模型对instruction的理解能力,引入learnable task embedding,能较好的解决上述问题。并且提出task inversion的训练方法...
text-to-image模型的 Influence 则在面中,尤其是脸颊和胡子所在的区域较强,因为这些区域的纹理需要 text 提供的年龄,胡子等信息来填充。 Collaborative Diffusion 的通用性 Collaborative Diffusion 是一个通用框架,它不仅适用于图片生成,还可以让 text-based editing 和 mask-based editing 方法合作起来。我们利用在生成...
Meanwhile, to ensure the controllability of the editing process, we de- sign an arbitrary shape mask for the exemplar image and leverage the classifier-free guidance to increase the similar- ity to the exemplar image. The whole framework involves a single forward ...
image. Meanwhile, to ensure the controllability of the editing process, we design an arbitrary shape mask for the exemplar image and leverage the classifier-free guidance to increase the similarity to the exemplar image. The whole framework involves a single forward of the diffusio...
Meanwhile, to ensure the controllability of the editing process, we design an arbitrary shape mask for the exemplar image and leverage the classifier-free guidance to increase the similarity to the exemplar image. The whole framework involves a single forward of the diffusion model without any ...
更具体地说,扩散模型是一种隐变量模型(latent variable model),使用马尔可夫链(Markov Chain, MC)映射到 latent space。通过马尔科夫链,在每一个时间步 t 中逐渐将噪声添加到数据xi中以获得后验概率q(x1:T∣x0),其中x1,…,xT代表输入的数据同时也是 latent space。也就是说 Diffusion Models 的 latent space...
SDEdit本身并没有文本引导的功能,它支持的是简笔画(Given stroke input)或在图像上用简笔画做修改(Stroke-based image editing) 论文将SDEdit与当时SoTA的图像编辑方法进行了比较。SDEdit大大提高了对guide信息的忠诚性,同时生成的图片也更满足真实性。
On June 11, 2024, OpenAI announced a collaboration with Apple to deeply integrate the ChatGPT generative language model into Apple's product lineup. With support from various generative AI models, devices like smartphones will become more intelligent. The text-to-image diffusio...