Conditional GAN

Conditional Generative Adversarial Networks (cGANs) are generative models that synthesize data conditioned on specific input attributes, aiming to create realistic and diverse outputs controlled by these attributes. Current research focuses on improving cGAN training stability, particularly with limited or imbalanced data, exploring novel architectures like those incorporating transformers or incorporating additional discriminators, and developing efficient inference methods for faster generation. This work has significant implications across diverse fields, enabling applications such as data augmentation for improved machine learning model training, realistic data simulation for various scientific domains (e.g., electromagnetic simulations, medical imaging), and enhanced image editing capabilities.

Papers

October 27, 2024

Conditional GAN for Enhancing Diffusion Models in Efficient and Authentic Global Gesture Generation from Audios
Yongkang Cheng, Mingjiang Liang, Shaoli Huang, Gaoge Han, Jifeng Ning, Wei Liu
High Efficiency Denoising Process Audio Recording Gesture Generation Conditional GAN Denoising Step Audio Gesture

September 22, 2024

A Visualized Malware Detection Framework with CNN and Conditional GAN
Fang Wang (Florence Wong), Hussam Al Hamadi, Ernesto Damiani
Synthetic Image CNN Network Conditional Generative Adversarial Network Malware Detection Detection Model Conditional GAN Malware Analysis

May 27, 2024

EM-GANSim: Real-time and Accurate EM Simulation Using Conditional GANs for 3D Indoor Scenes
Ruichen Wang, Dinesh Manocha
Generative Adversarial Network Real Time Conditional GAN 3D Indoor Scene Wave Propagation Electromagnetic Simulation

May 9, 2024

Distilling Diffusion Models into Conditional GANs
Minguk Kang, Richard Zhang, Connelly Barnes, Sylvain Paris, Suha Kwak, Jaesik Park, Eli Shechtman, Jun-Yan Zhu, Taesung Park
Image to Image Translation Conditional GAN Diffusion Distillation

April 21, 2024

Generalized Regression with Conditional GANs
Deddy Jobson, Eddy Hudson
Novel Regression Conditional Generative Adversarial Network Linear Regression Long Tailed Data Regression Problem Conditional GAN Prediction Function

February 26, 2024

Taming the Tail in Class-Conditional GANs: Knowledge Sharing via Unconditional Training at Lower Resolutions
Saeed Khorram, Mingqi Jiang, Mohamad Shahbazi, Mohamad H. Danesh, Li Fuxin
Generative Adversarial Network Low Resolution GAN Architecture Conditional GAN Thin Tail Knowledge Sharing

January 29, 2024

cDVGAN: One Flexible Model for Multi-class Gravitational Wave Signal and Glitch Generation
Tom Dooney, Lyana Curier, Daniel Tan, Melissa Lopez, Chris Van Den Broeck, Stefano Bromuri
State of the Art GAN Conditional GAN Glitch Classification Flexible Model

September 26, 2023

Face Cartoonisation For Various Poses Using StyleGAN
Kushal Jain, Ankith Varun J, Anoop Namboodiri
Human Pose StyleGAN Latent Conditional GAN Face Caricature

September 21, 2023

Face Identity-Aware Disentanglement in StyleGAN
Adrian Suwała, Bartosz Wójcik, Magdalena Proszewska, Jacek Tabor, Przemysław Spurek, Marek Śmieja
Contrastive Loss Face Image StyleGAN Latent Facial Attribute Conditional GAN

August 20, 2023

Turning Waste into Wealth: Leveraging Low-Quality Samples for Enhancing Continuous Conditional Generative Adversarial Networks
Xin Ding, Yongwei Wang, Zuheng Xu
Conditional Generative Adversarial Network Conditional GAN Conditional GANs Efficient Waste Generating Rich Negative Data Augmentation Low Quality Sample

August 18, 2023

Smoothness Similarity Regularization for Few-Shot GAN Adaptation
Vadim Sushko, Ruyu Wang, Juergen Gall
Pre Trained Conditional GAN Smoothness Regularization

July 17, 2023

Soft Curriculum for Learning Conditional GANs with Noisy-Labeled and Uncurated Unlabeled Data
Kai Katsumata, Duc Minh Vo, Tatsuya Harada, Hideki Nakayama
Adversarial Training GAN Model Unlabeled Data Conditional Generative Adversarial Network Conditional GAN

June 26, 2023

Faithful Synthesis of Low-dose Contrast-enhanced Brain MRI Scans using Noise-preserving Conditional GANs
Thomas Pinetz, Erich Kobler, Robert Haase, Katerina Deike-Hofmann, Alexander Radbruch, Alexander Effland
Conditional GAN Contrast Enhanced Magnetic Resonance Imaging High Quality Synthesis Gadolinium Based Contrast Agent

June 7, 2023

GP-UNIT: Generative Prior for Versatile Unsupervised Image-to-Image Translation
Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy
Generative Question Conditional GAN Unsupervised Image to Image Translation Cross Domain Correspondence

April 9, 2023

Distributed Conditional GAN (discGAN) For Synthetic Healthcare Data Generation
David Fuentes, Diana McSpadden, Sodiq Adewole
Generative Adversarial Network GAN Model Multi Modal Synthetic Tabular Data Conditional GAN Synthetic Medical Data

December 22, 2022

Jamdani Motif Generation using Conditional GAN
MD Tanvir Rouf Shawon, Raihan Tanvir, Humaira Ferdous Shifa, Susmoy Kar, Mohammad Imrul Jubair
Generative Adversarial Network AI Generated Image Conditional GAN Jamdani Motif

November 3, 2022

Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models
Muyang Li, Ji Lin, Chenlin Meng, Stefano Ermon, Song Han, Jun-Yan Zhu
Diffusion Model High Efficiency Sparse Regression Conditional GAN Conditional GANs

October 24, 2022

A Regularized Conditional GAN for Posterior Sampling in Image Recovery Problems
Matthew Bendel, Rizwan Ahmad, Philip Schniter
Regularization Model Posterior Sampling Inception Distance Conditional GAN Wasserstein Generative Adversarial Network Image Recovery

September 23, 2022

Conditional GANs for Sonar Image Filtering with Applications to Underwater Occupancy Mapping
Tianxiang Lin, Akshay Hinduja, Mohamad Qadri, Michael Kaess
Financial Application Conditional Generative Adversarial Network Underwater Robot Sonar Image Conditional GAN Low Cost Obstacle Avoidance Sonar Underwater Mapping

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