Temel Kavramlar
CreativeConnect proposes a system with generative AI pipelines to support graphic designers in discovering elements from reference images and generating diverse recombination options. The approach aims to enhance the ideation process by facilitating the extraction of keywords and providing recommendations for creative exploration.
Özet
CreativeConnect introduces a system that assists graphic designers in the reference recombination process, focusing on conceptual ideation. The system helps users extract elements from reference images, recommends relevant keywords, generates diverse recombination options, and presents them as sketches and descriptions. Through a user study, CreativeConnect was found to improve the quantity and quality of design ideas compared to a baseline system without generative pipelines.
The content discusses the importance of references in creative thinking, particularly in graphic design ideation. It highlights the challenges faced by designers in extracting elements from references and combining them effectively. CreativeConnect addresses these challenges by offering support for keyword extraction, recommendation, and recombination through generative AI pipelines.
Key points include:
- Graphic designers rely on reference recombination for inspiration.
- Extracting elements from references requires effort and exploration.
- CreativeConnect facilitates keyword extraction and diverse recombination options.
- User study shows improved creativity with CreativeConnect compared to baseline.
- Technical details of keyword extraction and recombination generation pipelines are provided.
İstatistikler
Our pipeline achieved 94.2% precision and 58.2% recall in subject matter keyword extraction.
Keyword recommendations had a similarity score of 0.696 with original keywords.
Description generation pipeline showed diversity score of 0.395 for generated descriptions.
Alıntılar
"Participants found CreativeConnect significantly more helpful in discovering valuable elements from reference images."
"CreativeConnect supported users in generating more design ideas with higher perceived creativity."