Paper Image

Text-guided stylized image creation

Published on:

9 November 2023

Primary Category:

Computer Vision and Pattern Recognition

Paper Authors:

Jingwen Chen,

Yingwei Pan,

Ting Yao,

Tao Mei

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Key Details

Presents text-driven stylized image generation task

Proposes ControlStyle diffusion model with modulation network

Uses diffusion regularizations to train with unpaired data

Achieves higher quality than two-stage methods

Demonstrates generalization to unseen styles

AI generated summary

Text-guided stylized image creation

This paper introduces a new method to generate stylized images guided by text prompts and example style images, without needing an existing content image. It trains a diffusion model to generate images matching text prompts, and modulates it with style image conditions. This allows high-quality stylized image generation in a single model.

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