Training Generative Adversarial Networks with Limited Data

11 June 2020

Papers citing "Training Generative Adversarial Networks with Limited Data"

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Title
A Matrix Autoencoder Framework to Align the Functional and Structural Connectivity Manifolds as Guided by Behavioral Phenotypes N. S. D'Souza M. B. Nebel D. Crocetti N. Wymbs Joshua Robinson S. Mostofsky A. Venkataraman 13 7 0 30 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 572 0 27 May 2021
Learning to Generate Novel Scene Compositions from Single Images and Videos V. Sushko Juergen Gall Anna Khoreva VLM GAN 13 5 0 12 May 2021
Enhancing Photorealism Enhancement Stephan R. Richter Hassan Abu Alhaija V. Koltun 8 106 0 10 May 2021
Learning High-Dimensional Distributions with Latent Neural Fokker-Planck Kernels Yufan Zhou Changyou Chen Jinhui Xu 14 2 0 10 May 2021
Generative Adversarial Registration for Improved Conditional Deformable Templates Neel Dey Mengwei Ren Adrian V. Dalca Guido Gerig GAN MedIm 17 34 0 07 May 2021
Synthetic Data for Model Selection Alon Shoshan Nadav Bhonker Igor Kviatkovsky Matan Fintz Gérard Medioni 21 5 0 03 May 2021
Generative Adversarial Networks via a Composite Annealing of Noise and Diffusion Kensuke Nakamura Simon Korman Byung-Woo Hong DiffM 19 2 0 01 May 2021
A Good Image Generator Is What You Need for High-Resolution Video Synthesis Yu Tian Jian Ren Menglei Chai Kyle Olszewski Xi Peng Dimitris N. Metaxas Sergey Tulyakov VGen 51 183 0 30 Apr 2021
Ensembling with Deep Generative Views Lucy Chai Jun-Yan Zhu Eli Shechtman Phillip Isola Richard Y. Zhang GAN 30 70 0 29 Apr 2021
A Hierarchical Transformation-Discriminating Generative Model for Few Shot Anomaly Detection Shelly Sheynin Sagie Benaim Lior Wolf 12 79 0 29 Apr 2021
MineGAN++: Mining Generative Models for Efficient Knowledge Transfer to Limited Data Domains Yaxing Wang Abel Gonzalez-Garcia Chenshen Wu Luis Herranz F. Khan Shangling Jui Joost van de Weijer 29 6 0 28 Apr 2021
On Aliased Resizing and Surprising Subtleties in GAN Evaluation Gaurav Parmar Richard Y. Zhang Jun-Yan Zhu EGVM 25 74 0 22 Apr 2021
Robust Learning Meets Generative Models: Can Proxy Distributions Improve Adversarial Robustness? Vikash Sehwag Saeed Mahloujifar Tinashe Handina Sihui Dai Chong Xiang M. Chiang Prateek Mittal OOD 39 127 0 19 Apr 2021
Aligning Latent and Image Spaces to Connect the Unconnectable Ivan Skorokhodov Grigorii Sotnikov Mohamed Elhoseiny DiffM 24 78 0 14 Apr 2021
Few-shot Image Generation via Cross-domain Correspondence Utkarsh Ojha Yijun Li Jingwan Lu Alexei A. Efros Yong Jae Lee Eli Shechtman Richard Y. Zhang 22 259 0 13 Apr 2021
Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization Daiqing Li Junlin Yang Karsten Kreis Antonio Torralba Sanja Fidler GAN MedIm 29 179 0 12 Apr 2021
CoPE: Conditional image generation using Polynomial Expansions Grigorios G. Chrysos Markos Georgopoulos Yannis Panagakis DiffM 13 12 0 11 Apr 2021
MobileStyleGAN: A Lightweight Convolutional Neural Network for High-Fidelity Image Synthesis Sergei Belousov GAN 30 20 0 10 Apr 2021
Regularizing Generative Adversarial Networks under Limited Data Hung-Yu Tseng Lu Jiang Ce Liu Ming-Hsuan Yang Weilong Yang GAN 35 142 0 07 Apr 2021
Distilling and Transferring Knowledge via cGAN-generated Samples for Image Classification and Regression Xin Ding Z. J. Wang Zuheng Xu Z. Jane Wang William J. Welch 25 22 0 07 Apr 2021
ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement Yuval Alaluf Or Patashnik Daniel Cohen-Or 25 345 0 06 Apr 2021
Generalization of GANs and overparameterized models under Lipschitz continuity Khoat Than Nghia D. Vu AI4CE 20 2 0 06 Apr 2021
Partition-Guided GANs Mohammadreza Armandpour A. Sadeghian Chunyuan Li Mingyuan Zhou GAN 25 19 0 02 Apr 2021
Semi-supervised Synthesis of High-Resolution Editable Textures for 3D Humans Bindita Chaudhuri N. Sarafianos Linda G. Shapiro Tony Tung 3DH 17 27 0 31 Mar 2021
StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery Or Patashnik Zongze Wu Eli Shechtman Daniel Cohen-Or Dani Lischinski CLIP VLM 17 1,192 0 31 Mar 2021
A Closer Look at Fourier Spectrum Discrepancies for CNN-generated Images Detection Keshigeyan Chandrasegaran Ngoc-Trung Tran Ngai-man Cheung 11 83 0 31 Mar 2021
ArtFlow: Unbiased Image Style Transfer via Reversible Neural Flows Jie An Siyu Huang Yibing Song Dejing Dou Wei Liu Jiebo Luo 21 188 0 31 Mar 2021
ReMix: Towards Image-to-Image Translation with Limited Data Jie Cao Luanxuan Hou Ming-Hsuan Yang Ran He Zhenan Sun 26 24 0 31 Mar 2021
Multi-Class Multi-Instance Count Conditioned Adversarial Image Generation Amrutha Saseendran Kathrin Skubch M. Keuper VLM GAN 23 2 0 31 Mar 2021
Photoacoustic image synthesis with generative adversarial networks Melanie Schellenberg J. Gröhl Kris K. Dreher Jan-Hinrich Nolke Niklas Holzwarth M. Tizabi A. Seitel Lena Maier-Hein GAN MedIm 30 17 0 29 Mar 2021
Labels4Free: Unsupervised Segmentation using StyleGAN Rameen Abdal Peihao Zhu Niloy Mitra Peter Wonka 34 82 0 27 Mar 2021
Generating Novel Scene Compositions from Single Images and Videos V. Sushko Dan Zhang Juergen Gall Anna Khoreva GAN 32 15 0 24 Mar 2021
Evaluating Post-Training Compression in GANs using Locality-Sensitive Hashing Gonçalo Mordido Haojin Yang Christoph Meinel 16 2 0 22 Mar 2021
Exploring The Effect of High-frequency Components in GANs Training Ziqiang Li Pengfei Xia Xue Rui Bin Li GAN 41 17 0 20 Mar 2021
Paint by Word A. Andonian David Bau Audrey Cui YeonHwan Park Ali Jahanian Antonio Torralba A. Oliva DiffM 20 125 0 19 Mar 2021
Training GANs with Stronger Augmentations via Contrastive Discriminator Jongheon Jeong Jinwoo Shin 30 65 0 17 Mar 2021
CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis A. Nobari Muhammad Fathy Rashad Faez Ahmed GAN AI4CE 19 48 0 10 Mar 2021
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models Sam Bond-Taylor Adam Leach Yang Long Chris G. Willcocks VLM TPM 41 481 0 08 Mar 2021
Consistency Regularization for Adversarial Robustness Jihoon Tack Sihyun Yu Jongheon Jeong Minseon Kim Sung Ju Hwang Jinwoo Shin AAML 35 57 0 08 Mar 2021
Anycost GANs for Interactive Image Synthesis and Editing Ji Lin Richard Y. Zhang F. Ganz Song Han Jun-Yan Zhu 36 83 0 04 Mar 2021
Defending Medical Image Diagnostics against Privacy Attacks using Generative Methods William Paul Yinzhi Cao Miaomiao Zhang Philippe Burlina AAML MedIm 18 15 0 04 Mar 2021
MOGAN: Morphologic-structure-aware Generative Learning from a Single Image Jinshu Chen Qihui Xu Q. Kang Mengchu Zhou GAN 27 16 0 04 Mar 2021
ICAM-reg: Interpretable Classification and Regression with Feature Attribution for Mapping Neurological Phenotypes in Individual Scans Cher Bass Mariana da Silva Carole Sudre Logan Z. J. Williams Petru-Daniel Tudosiu F. Alfaro-Almagro S. Fitzgibbon M. Glasser Stephen M. Smith E. C. Robinson 17 27 0 03 Mar 2021
Data-Efficient GAN Training Beyond (Just) Augmentations: A Lottery Ticket Perspective Tianlong Chen Yu Cheng Zhe Gan Jingjing Liu Zhangyang Wang 18 49 0 28 Feb 2021
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 56 186 0 17 Feb 2021
Dataset Condensation with Differentiable Siamese Augmentation Bo-Lu Zhao Hakan Bilen DD 199 288 0 16 Feb 2021
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up Yi Ding Shiyu Chang Zhangyang Wang ViT 23 382 0 14 Feb 2021
Efficient Conditional GAN Transfer with Knowledge Propagation across Classes Mohamad Shahbazi Zhiwu Huang D. Paudel Ajad Chhatkuli Luc Van Gool 17 27 0 12 Feb 2021
SWAGAN: A Style-based Wavelet-driven Generative Model Rinon Gal Dana Cohen Amit H. Bermano Daniel Cohen-Or GAN 60 36 0 11 Feb 2021