Fig. 10: Schematic diagram of the working mechanism of the three control conditions.
From: Diffusion model-based image generation method for Cantonese embroidery artistic styles
The input image is processed through separate preprocessors to extract Depth, LineArt, and Color conditional information, which are then encoded as 64 × 64 feature maps to match convolutional metrics. These conditions are incorporated through zero-initialized convolutional layers and fed into a trainable copy of the network. Finally, the network outputs are adjusted via zero convolutions and fused with the original network outputs to generate the target image.
