Diffusion models belong to the category of artificial intelligence and are primarily used in the field of image and data generation. They are a special type of algorithm that is trained to create meaningful images, texts or other data step by step from pure chance.
Imagine Diffusion Models as a digital artist: Initially, the "drawings" are just a wild jumble of pixels. Gradually, the algorithm intelligently removes the "noise" until a clear image emerges at the end. The more data the model uses during the learning process, the better the results.
An illustrative example: with the help of diffusion models, software can generate a completely new, realistic image from a few described keywords (such as "dog on the beach at sunset") that did not exist before. As a result, sectors such as advertising, design and the film industry are experiencing a real boost in innovation as creative processes are automated and accelerated.
Diffusion models have become a key tool for modern artificial intelligence and open up new possibilities in the digital world.
Deutsch 
English (UK)