Technical
Beyond Image Generation: Diffusion Models in 2025
Applying diffusion to audio, 3D, biology, and more.
VI
Vijayakumar S
Dec 1, 20259 min read
Diffusion Everywhere
Diffusion models have expanded far beyond image generation. They now dominate multiple domains due to their stability and quality.
Audio Diffusion
- Music generation (AudioLDM 3, MusicGen 2)
- Speech enhancement and separation
- Sound effect synthesis
3D Diffusion
- Point-E, Shap-E for 3D object generation
- Neural radiance fields (NeRF) with diffusion priors
- Human motion generation for animation
Scientific Applications
- Protein design: Chroma, RFdiffusion generate novel proteins
- Drug discovery: Molecule generation with desired properties
- Material science: Crystal structure prediction
VI
Vijayakumar S
AI Engineer 路 ML Enthusiast
Passionate about building intelligent systems, speech synthesis, and LLM applications. Writing about the tools and ideas shaping the next decade of software.