Stage GAN

Stage GANs are a class of generative adversarial networks (GANs) employing a two-stage architecture to improve image generation quality and control. Research focuses on applications ranging from 3D point cloud upsampling and continuous trajectory generation to image translation for medical anomaly detection and text-to-image synthesis. These models often leverage conditional GANs and incorporate techniques like attention mechanisms or latent keypoint control to enhance the realism and interpretability of generated outputs. The resulting advancements have significant implications for various fields, including medical imaging, urban planning, and computer graphics.

Papers

May 22, 2023

SG-GAN: Fine Stereoscopic-Aware Generation for 3D Brain Point Cloud Up-sampling from a Single Image
Bowen Hu, Baiying Lei, Shuqiang Wang
Video Generation Single Image C Gan Point Cloud Upsampling Stage GAN

January 16, 2023

Continuous Trajectory Generation Based on Two-Stage GAN
Wenjun Jiang, Wayne Xin Zhao, Jingyuan Wang, Jiawei Jiang
Handwritten Trajectory Trajectory Generation Human Mobility Adversarial Framework Stage GAN

July 21, 2022

Enhancing Generative Networks for Chest Anomaly Localization through Automatic Registration-Based Unpaired-to-Pseudo-Paired Training Data Translation
Kyungsu Kim, Seong Je Oh, Chae Yeon Lim, Ju Hwan Lee, Tae Uk Kim, Myung Jin Chung
Generative Adversarial Network Machine Translation Chest X Ray Image Generative Network Stage GAN

July 6, 2022

Text to Image Synthesis using Stacked Conditional Variational Autoencoders and Conditional Generative Adversarial Networks
Haileleol Tibebu, Aadil Malik, Varuna De Silva
Generative Adversarial Network Text Modality Image Synthesis Conditional Generative Adversarial Network Conditional GAN Conditional Variational Conditional GANs Stage GAN

May 6, 2022

LatentKeypointGAN: Controlling Images via Latent Keypoints -- Extended Abstract
Xingzhe He, Bastian Wandt, Helge Rhodin
Generative Adversarial Network Generative Question Semantic Keypoint Stage GAN

March 29, 2021

LatentKeypointGAN: Controlling Images via Latent Keypoints
Xingzhe He, Bastian Wandt, Helge Rhodin
Generative Adversarial Network GAN Based Semantic Keypoint Stage GAN