Automatic Image Design: Idea2Img with GPT-4V Vision – Transform Creative Concepts Efficiently

by | Mar 18, 2024

Automatic Image Design: Idea2Img with GPT-4V Vision – Transform Creative Concepts Efficiently

“Idea to Image” introduces a novel approach to automatic image design and generation, leveraging the power of GPT-4V(ision) to facilitate multimodal iterative self-refinement. This system empowers users to efficiently transform high-level creative concepts into effective text-to-image (T2I) prompts, thanks to its ability to iteratively explore and refine these prompts based on feedback and the system’s growing understanding of different T2I model characteristics. Through continuous cycles of prompt revision and draft image synthesis, Idea2Img not only enhances the semantic and visual quality of generated images but also supports complex input ideas that include interleaved image-text sequences and design instructions, demonstrating a significant advancement over traditional T2I models as confirmed by user preference studies.

Zhengyuan Yang, Jianfeng Wang, Linjie Li, Kevin Lin, Chung-Ching Lin, Zicheng Liu, Lijuan Wang
Not Applicable
February 3, 2024
Idea2Img: Iterative Self-Refinement with GPT-4V for Image Design