A Multi-Stage Approach to Image Consistency in Zero-Shot Character Art Generation for the D&D Domain

In the evolving landscape of computer graphics, the pursuit of consistency in image generation remains a compelling challenge. This paper delineates a comprehensive methodology that harnesses the capabilities of the Stable Diffusion (SD) model, an adept open-source image generation tool, to generate consistent and high fidelity imagery. Beginning with the training of a generalized art style for the popular tabletop role-playing game Dungeons and Dragons, our research journeyed through specific character generation and the creation of exhaustive character sheets, culminating in the generation of consistent character images across various poses..