问题在于如何来保留原来的图片风格信息而避免使得原来图片的layout和内容影响现在的内容，所以就有多种方法，比如用现在的来引导原来的图片生成，ipadaptar，另外就是加入额外的信息，比如文本信息，或者通过别的方法加入，如adapter或者是改变某一些层IP-AdapterSolution - Separate Cross-Attention Layers: Instead of concatenating the features, a decoupled cross-attention is proposed where separate cross-attention layers are used for text and image features. This means:For text features: Use the original query from the UNet model (𝐐 = 𝐙𝐖𝑞) with the corresponding key and value matrices for text (𝐾 = 𝒄𝑡𝐖𝑘, 𝐕...