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The harder you work, the luckier you will be~
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Georgeqi's Blog Georgeqi's Blog Home About Archives Diffusion Diffusion学习10-图像编辑 2024-10-23 图像编辑是Diffusion算法中一个重要的方向，其旨在对生成或者真实的图像进行操作以得到与原图相似却某在某些方面(如背景、主体、风格等)存在不同的效果，具体应用其包含换主体、换背景、主体移动等各种方向。 图像编辑示例(原图来自InstructPix2Pix) Prompt-to-Prompt 《Prompt-to-Prompt Image Editing with Cross-Attention Control》 【主页】【论文】【代码】 prompt2prompt算法框架 算法流程：提出一个training-free的图像编辑算法，无需任何其他数据和优化过程。作者观察到cross-attention层是控制图像空间layout与prompt中每个单词之间关系的关键元素，通过只修改promp.. Read more Diffusion Diffusion学习9-风格迁移 2024-09-22 一个图像的风格可以看作是图像的色彩、纹理等与内容无关的信息，而风格迁移旨在保证生成的图像具有指定的风格(不管是通过prompt指定还是通过图像指定)，对于有指定内容的风格迁移，不仅要求生成结果具有指定的风格，还要保持和内容图具有相同内容(比如语义信息、layout)，风格迁移的效果可以参考下面的示意图： 风格迁移示意图,原图来自InstantStyle-Plus Style Aligned 《Style Aligned Image Generation via Shared Attention》 【主页】【论文】【代码】 StyleAligned 算法流程：本算法提出了一个training-free的方法进行风格迁移，在生成的过程中通过共享图像之间的attention特征来保证生成风格一致.. Read more Diffusion Diffusion学习8-特征保持 2024-07-15 特征保持是Diffusion下一个重要的研究领域，其在给定同主体的一张或者多张图像的情况，生成该物体不同风格、位姿...
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