A Survey on Generative Diffusion Models
Chinese University of Hong Kong · Zhejiang Lab · +2 more institutions
Abstract
Deep generative models have unlocked another profound realm of human creativity. By capturing and generalizing patterns within data, we have entered the epoch of all-encompassing Artificial Intelligence for General Creativity (AIGC). Notably, diffusion models, recognized as one of the paramount generative models, materialize human ideation into tangible instances across diverse domains, encompassing imagery, text, speech, biology, and healthcare. To provide advanced and comprehensive insights into diffusion, this survey comprehensively elucidates its developmental trajectory and future directions from three distinct angles: the fundamental formulation of diffusion, algorithmic enhancements, and the manifold…
Citation impact
- FWCI
- 47.20
- Percentile
- 100%
- References
- 362
Authors
7Topics & keywords
- Computer science
- Generative grammar
- Creativity
- Generative model
- Realm
- Diffusion
- Computational creativity
- Artificial intelligence
- Quality Education