Image Generation

cs.CV · 3 papers

Featured

stat.ML · 2014

Generative Adversarial Nets

MNIST: 225 ± 2

Ian J. Goodfellow, Jean Pouget-Abadie +6

We propose a new framework for estimating generative models via an adversarial process, in which we simultaneously train two models: a generative model G that captures the data…

Code· 4.1k★

cs.CV · 2024

Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

FID: 1.73

Keyu Tian, Yi Jiang +3

We present Visual AutoRegressive modeling (VAR), a new generation paradigm that redefines the autoregressive learning on images as coarse-to-fine "next-scale prediction" or…

Code· 8.7k★

cs.CV · 2021

High-Resolution Image Synthesis with Latent Diffusion Models

FID: 5.11

Robin Rombach, Andreas Blattmann +3

By decomposing the image formation process into a sequential application of denoising autoencoders, diffusion models (DMs) achieve state-of-the-art synthesis results on image…

Code· 14k★