Kernkonzepte
DreamSheets supports user-composed exploration strategies for AI art-making, enabling targeted design space exploration.
Zusammenfassung
DreamSheets is a tool developed by researchers to support users in exploring the design space for AI art-making. The tool allows users to compose targeted exploration systems within a spreadsheet interface. Two studies were conducted to understand how users approach using DreamSheets for Text-to-Image (TTI) exploration. The preliminary lab study observed novice users engaging in a concept art creation task, while the extended expert study focused on how expert users developed custom TTI sheet-systems for creative workflows. Participants utilized various strategies, such as iterative prompt exploration, parametric manipulation, and semantic explorations, to navigate the prompt-input-to-image-output space effectively.
Preliminary Lab Study:
- Participants used LLM-based functions for prompt exploration.
- Iterative prompt refinement was a common strategy.
- Participants leveraged the spreadsheet's infinite canvas for exploration.
Extended Expert Study:
- Participants utilized dynamic references for hyperparameter control.
- Stochastic transformations with seed variations were common.
- Non-stochastic parametric transformations with cfg values were explored.
- Semantic manipulations were used to navigate image-space effectively.
Statistiken
"Generating many images using the same prompt but different seeds was a common strategy across participants in both studies."
"All expert participants utilized seed variations to quickly evaluate many 'versions' of the same prompt."
"All participants tried organizing generated outputs in a 'small multiples' or 'contact sheet' layout."
Zitate
"Does Stable Diffusion know the same artists I do?" - Participant 11