Khái niệm cốt lõi
DreamSheets provides a platform for users to explore the vast space of Text-to-Image models through iterative prompt refinement and hyperparameter manipulation.
Tóm tắt
DreamSheets is a tool designed for exploring Text-to-Image models, allowing users to craft prompts and manipulate hyperparameters to generate images. Participants in studies utilized iterative prompt exploration, stochastic transformations with seeds, and non-stochastic parametric transformations with classifier-free guidance values to navigate the complex space of TTI models.
DreamSheets offers an interface that supports large-scale comparison of results, enabling users to efficiently evaluate and iterate on their explorations. The tool allows for structured exploration strategies, such as semantic manipulations and parametric manipulations, to guide users towards desired outputs.
Participants in studies leveraged the flexibility of DreamSheets to develop custom workflows and explore the capabilities of generative AI systems. The tool's support for iterative testing of prompts and hyperparameters proved valuable in sense-making and creative exploration.
Thống kê
4,737 calls were made to the TTI() image generation function during the preliminary lab study.
Expert participants generated an average of 7,925 unique images over the course of the 2-week study.
E5 used seed 7935 in future "vector graphics" style explorations.
Participants utilized dynamic references to columns or rows with hyperparameter values to prototype a "slider" structure for evaluation.
Trích dẫn
"Do you know the same artists I do?" - Participant P11