Generative AI

Generative AI can be applied to various tasks, including (most common):

Task	Examples
Text to Image	Models: DALL-E, Stable Diffusion, Midjourney; API Providers: OpenAI, Anthropic, Stability AI
Speech to Text (S2T)	-
Text to Speech (T2S)	-
Video Generation	-

Text to Image

Image generation, a key area in generative AI, often uses diffusion models. These models employ supervised learning to progressively reduce noise in images.

Diffusion Model Process

Stage	Input	Output
Training	Noisy image (A)	Less noisy image (B)

Generation Step	Input	Output
1	Pure noise	Less noisy image
2	Less noisy image	Even less noisy image
3	Minimally noisy image	Clean picture

This iterative process gradually transforms random noise into a coherent image based on the text prompt.