Ainur GainetdinovinTowards AIDiffusion Models vs GANs vs VAEs: Comparison of Deep Generative ModelsDeep generative models are applied to diverse domains such as image, audio, video synthesis, and natural language processing. With the…6 min read·May 12, 2023--2--2
Ainur GainetdinovinTowards AIGAN Mode Collapse explanationA detailed analysis of the causes of mode collapse.6 min read·Mar 7, 2023----
Ainur GainetdinovinTowards AIFace Data Augmentation. Part 2: Image SynthesisIn this paper, I present methods for generating synthetic images for face augmentation using recently presented GANs.4 min read·Dec 29, 2022----
Ainur GainetdinovinTowards AIFace Data Augmentation. Part 1: Geometric TransformationThe performance of deep neural nets made a big step forward in the last two decades. Every year new architectures are devised that beat…4 min read·Nov 11, 2022----