Report
Prompting for Discovery: Flexible Sense-Making for AI Art-Making with Dreamsheets
| العنوان: | Prompting for Discovery: Flexible Sense-Making for AI Art-Making with Dreamsheets |
|---|---|
| المؤلفون: | Almeda, Shm Garanganao, Zamfirescu-Pereira, J. D., Kim, Kyu Won, Rathnam, Pradeep Mani, Hartmann, Bjoern |
| سنة النشر: | 2023 |
| المجموعة: | Computer Science |
| مصطلحات موضوعية: | Computer Science - Human-Computer Interaction |
| الوصف: | Design space exploration (DSE) for Text-to-Image (TTI) models entails navigating a vast, opaque space of possible image outputs, through a commensurately vast input space of hyperparameters and prompt text. Minor adjustments to prompt input can surface unexpectedly disparate images. How can interfaces support end-users in reliably steering prompt-space explorations towards interesting results? Our design probe, DreamSheets, supports exploration strategies with LLM-based functions for assisted prompt construction and simultaneous display of generated results, hosted in a spreadsheet interface. The flexible layout and novel generative functions enable experimentation with user-defined workflows. Two studies, a preliminary lab study and a longitudinal study with five expert artists, revealed a set of strategies participants use to tackle the challenges of TTI design space exploration, and the interface features required to support them - like using text-generation to define local "axes" of exploration. We distill these insights into a UI mockup to guide future interfaces. Comment: 13 pages, 14 figures, currently under review |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/2310.09985 |
| رقم الانضمام: | edsarx.2310.09985 |
| قاعدة البيانات: | arXiv |
| الوصف غير متاح. |