Temporal Gan

Temporal GANs (TGANs) are generative adversarial networks designed to model and generate data sequences exhibiting temporal dependencies, addressing challenges in various fields where time-series data is crucial. Current research focuses on adapting TGAN architectures, such as incorporating LSTMs or Siamese networks, to specific applications including medical image segmentation, domain translation (e.g., optical to SAR image conversion), and human mobility prediction. These models offer significant potential for augmenting limited datasets, improving model robustness, and enabling new analyses in diverse domains ranging from healthcare to remote sensing. The ability to generate realistic and temporally consistent synthetic data is a key advantage driving ongoing research.

Papers

December 31, 2023

TSGAN: An Optical-to-SAR Dual Conditional GAN for Optical based SAR Temporal Shifting
Moien Rangzan, Sara Attarchi, Richard Gloaguen, Seyed Kazem Alavipanah
Temporal Shift Optical System SAR to Optical Temporal Gan

November 23, 2023

Automated 3D Tumor Segmentation using Temporal Cubic PatchGAN (TCuP-GAN)
Kameswara Bharadwaj Mantha, Ramanakumar Sankar, Lucy Fortson
Brain Tumor Segmentation 3D Brain Tumor Ct Gan Mitochondrion Segmentation Temporal Gan

October 2, 2023

RT-GAN: Recurrent Temporal GAN for Adding Lightweight Temporal Consistency to Frame-Based Domain Translation Approaches
Shawn Mathew, Saad Nadeem, Alvin C. Goh, Arie Kaufman
C Gan Temporal Consistency Domain Translation Temporal Gan

January 20, 2023

STORM-GAN: Spatio-Temporal Meta-GAN for Cross-City Estimation of Human Mobility Responses to COVID-19
Han Bao, Xun Zhou, Yiqun Xie, Yanhua Li, Xiaowei Jia
Covid 19 Human Mobility Spatio Temporal Graph GAN Based Human Mobility Prediction Cross City Temporal Gan

March 30, 2022

Joint domain adaptation and speech bandwidth extension using time-domain GANs for speaker verification
Saurabh Kataria, Jesús Villalba, Laureano Moro-Velázquez, Najim Dehak
Domain Adaptation Speech Analysis Speaker Verification Multi Domain Training Acoustic Domain Bandwidth Extension Wideband Speech Temporal Gan

November 2, 2021

3-D PET Image Generation with tumour masks using TGAN
Robert V Bergen, Jean-Francois Rajotte, Fereshteh Yousefirizi, Ivan S Klyuzhin, Arman Rahmim, Raymond T. Ng
Synthetic Data Synthetic Image Synthetic Dataset Robust Generative Temporal Gan

Temporal Gan

Papers

TSGAN: An Optical-to-SAR Dual Conditional GAN for Optical based SAR Temporal Shifting

Automated 3D Tumor Segmentation using Temporal Cubic PatchGAN (TCuP-GAN)

RT-GAN: Recurrent Temporal GAN for Adding Lightweight Temporal Consistency to Frame-Based Domain Translation Approaches

STORM-GAN: Spatio-Temporal Meta-GAN for Cross-City Estimation of Human Mobility Responses to COVID-19

Joint domain adaptation and speech bandwidth extension using time-domain GANs for speaker verification

3-D PET Image Generation with tumour masks using TGAN