GenQuery: Supporting Expressive Visual Search with Generative Models

แนวคิดหลัก

Generative features in GenQuery enhance visual search satisfaction, diversity, and creativity.

บทคัดย่อ

GenQuery introduces innovative generative features to improve the visual search process for designers. It allows users to concretize vague queries, modify images based on references or keywords, and diversify search intent. Participants reported higher satisfaction with search results, especially in terms of diversity and creativity. However, there were challenges with the quality of generated results and no significant difference in the quantity of designs found compared to the baseline.

สถิติ

GenQuery generation results account for 45.8% of saved ideas.
Participants reduced text-based searches by 71.2% using GenQuery.
Designers saved 35.8% of designs through new visual search patterns in GenQuery.

คำพูด

"As a result, designers were able to further develop their ideas in GenQuery by roughly generating concepts and exploring similar results to the generated outputs."
"Participants felt significantly higher satisfaction in terms of diversity and creativity of the discovered ideas when using GenQuery."
"In summary, GenQuery assisted designers in more quickly and easily navigating the developed design ideas during the visual search process."

ข้อมูลเชิงลึกที่สำคัญจาก

GenQuery

by Kihoon Son,D... ที่ arxiv.org 03-05-2024

https://arxiv.org/pdf/2310.01287.pdf

สอบถามเพิ่มเติม

How can GenQuery address challenges with the quality of generated results?

GenQuery can address challenges with the quality of generated results by implementing features that allow users to have more control over the generation process. For example, providing options for users to adjust parameters or inputs during the generation process can help improve the quality of the output. Additionally, incorporating feedback mechanisms where users can provide input on the generated results and refine them further can also enhance result quality. By giving users more agency in shaping and refining the generated outputs, GenQuery can mitigate issues related to low-quality results.

What impact does the integration of generative features have on overall design productivity?

The integration of generative features in tools like GenQuery can have a significant impact on overall design productivity. By enabling designers to quickly explore a wide range of design ideas through generative processes, it streamlines ideation and concept development phases. The ability to generate diverse concepts rapidly allows designers to iterate efficiently and explore new directions without getting stuck in one idea. This boosts creativity, speeds up decision-making processes, and ultimately enhances design productivity by facilitating faster ideation and exploration.

How can designers effectively balance exploration and refinement using tools like GenQuery?

Designers can effectively balance exploration and refinement using tools like GenQuery by leveraging its generative capabilities strategically throughout their design process. Initially, designers can use generative features for broad exploration, generating a wide array of ideas quickly. They can then transition into a phase of refinement where they select promising concepts from the generated outputs for further development and detailed refinement manually. By alternating between exploratory generation phases and focused manual refinement stages iteratively, designers maintain a balance between exploring new possibilities creatively while refining selected ideas meticulously towards final designs efficiently.