Stylized Image Generation

Stylized image generation focuses on creating images that adhere to a specific artistic style, often guided by text prompts or reference images. Current research emphasizes improving the control and fidelity of style transfer within diffusion models, such as Stable Diffusion, through techniques like multi-source style embedding, dynamic attention adaptation, and prompt refinement. This field is crucial for advancing creative applications in design and media, while also raising important considerations regarding evaluation metrics and the detection of AI-generated misinformation.