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…May 12, 20232May 12, 20232
Ainur GainetdinovinTowards AIGAN Mode Collapse explanationA detailed analysis of the causes of mode collapse.Mar 7, 2023Mar 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.Dec 29, 2022Dec 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…Nov 11, 2022Nov 11, 2022