Research on the Impact of Tactile Interaction Paradigm on the Controllability of Visual Generation Creativity in AIGC
Abstract
The current visual generation paradigm of artificial intelligence-generated content (AIGC) based on the denoising diffusion probabilistic model (DDPM) faces a controllability crisis. This paper proposes a novel haptic interaction paradigm. Quantitative evaluations show that this method significantly outperforms existing visual-guided baselines in terms of physical consistency scores. This paradigm significantly enhances the creativity support by offloading cognitive load.
Fields of Study & Subjects
Interactive and Immersive Displays
Generative Adversarial Networks and Image Synthesis
Digital Media and Visual Art
Publication details
- Journal / source
- Applied and Computational Engineering
- Volume
- 219
- Issue
- 1
- Pages
- 166–172
- Publication date
- 10 February 2026
- Language
- EN