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Training Generative Adversarial Networks with Limited Data
v1v2 (latest)

Training Generative Adversarial Networks with Limited Data

Neural Information Processing Systems (NeurIPS), 2025
11 June 2020
Tero Karras
M. Aittala
Janne Hellsten
S. Laine
J. Lehtinen
Timo Aila
    GAN
ArXiv (abs)PDFHTML

Papers citing "Training Generative Adversarial Networks with Limited Data"

50 / 1,088 papers shown
Title
Synthetic Periocular Iris PAI from a Small Set of Near-Infrared-Images
Synthetic Periocular Iris PAI from a Small Set of Near-Infrared-Images
J. Maureira
Juan Tapia
Claudia Arellano
Christoph Busch
CVBM
58
2
0
26 Jul 2021
LARGE: Latent-Based Regression through GAN Semantics
LARGE: Latent-Based Regression through GAN Semantics
Yotam Nitzan
Rinon Gal
Ofir Brenner
Daniel Cohen-Or
GAN
81
27
0
22 Jul 2021
3D fluorescence microscopy data synthesis for segmentation and
  benchmarking
3D fluorescence microscopy data synthesis for segmentation and benchmarking
Dennis Eschweiler
Malte Rethwisch
Mareike Jarchow
Simon Koppers
Johannes Stegmaier
3DVMedIm
91
17
0
21 Jul 2021
Conditional GANs with Auxiliary Discriminative Classifier
Conditional GANs with Auxiliary Discriminative Classifier
Liang Hou
Qi Cao
Huawei Shen
Siyuan Pan
Xiaoshuang Li
Xueqi Cheng
GAN
162
40
0
21 Jul 2021
3D-StyleGAN: A Style-Based Generative Adversarial Network for Generative
  Modeling of Three-Dimensional Medical Images
3D-StyleGAN: A Style-Based Generative Adversarial Network for Generative Modeling of Three-Dimensional Medical Images
Sun-Beom Hong
Razvan Marinescu
Adrian Dalca
A. Bonkhoff
Martin Bretzner
N. Rost
Polina Golland
MedIm
65
59
0
20 Jul 2021
StyleFusion: A Generative Model for Disentangling Spatial Segments
StyleFusion: A Generative Model for Disentangling Spatial Segments
Omer Kafri
Or Patashnik
Yuval Alaluf
Daniel Cohen-Or
123
37
0
15 Jul 2021
Level generation and style enhancement -- deep learning for game
  development overview
Level generation and style enhancement -- deep learning for game development overview
P. Migdal
Bartlomiej Olechno
Bla.zej Podgórski
GANVLM
62
4
0
15 Jul 2021
Leveraging Domain Adaptation for Low-Resource Geospatial Machine
  Learning
Leveraging Domain Adaptation for Low-Resource Geospatial Machine Learning
Jack Lynch
S. Wookey
73
1
0
11 Jul 2021
ViTGAN: Training GANs with Vision Transformers
ViTGAN: Training GANs with Vision Transformers
Kwonjoon Lee
Huiwen Chang
Lu Jiang
Han Zhang
Zhuowen Tu
Ce Liu
ViT
170
199
0
09 Jul 2021
StyleCariGAN: Caricature Generation via StyleGAN Feature Map Modulation
StyleCariGAN: Caricature Generation via StyleGAN Feature Map Modulation
Won-Dong Jang
Gwangjin Ju
Yucheol Jung
Jiaolong Yang
Xin Tong
Seungyong Lee
GAN
100
23
0
09 Jul 2021
Structured Denoising Diffusion Models in Discrete State-Spaces
Structured Denoising Diffusion Models in Discrete State-Spaces
Jacob Austin
Daniel D. Johnson
Jonathan Ho
Daniel Tarlow
Rianne van den Berg
DiffM
416
1,155
0
07 Jul 2021
Automating Generative Deep Learning for Artistic Purposes: Challenges
  and Opportunities
Automating Generative Deep Learning for Artistic Purposes: Challenges and Opportunities
Sebastian Berns
Terence Broad
Christian Guckelsberger
S. Colton
AI4CE
71
8
0
05 Jul 2021
Are conditional GANs explicitly conditional?
Are conditional GANs explicitly conditional?
Houssem-eddine Boulahbal
A. Voicila
Andrew I. Comport
GAN
177
1
0
28 Jun 2021
Data augmentation for deep learning based accelerated MRI reconstruction
  with limited data
Data augmentation for deep learning based accelerated MRI reconstruction with limited data
Zalan Fabian
Reinhard Heckel
Mahdi Soltanolkotabi
OODMedIm
96
55
0
28 Jun 2021
Alias-Free Generative Adversarial Networks
Alias-Free Generative Adversarial Networks
Tero Karras
M. Aittala
S. Laine
Erik Härkönen
Janne Hellsten
J. Lehtinen
Timo Aila
GAN
602
1,707
0
23 Jun 2021
Fairness for Image Generation with Uncertain Sensitive Attributes
Fairness for Image Generation with Uncertain Sensitive Attributes
A. Jalal
Sushrut Karmalkar
Jessica Hoffmann
A. Dimakis
Eric Price
DiffM
122
42
0
23 Jun 2021
Making Invisible Visible: Data-Driven Seismic Inversion with
  Spatio-temporally Constrained Data Augmentation
Making Invisible Visible: Data-Driven Seismic Inversion with Spatio-temporally Constrained Data Augmentation
Yuxin Yang
Xitong Zhang
Qiang Guan
Youzuo Lin
134
15
0
22 Jun 2021
Fine-Tuning StyleGAN2 For Cartoon Face Generation
Fine-Tuning StyleGAN2 For Cartoon Face Generation
Jihye Back
CVBM
74
28
0
22 Jun 2021
Particle Cloud Generation with Message Passing Generative Adversarial
  Networks
Particle Cloud Generation with Message Passing Generative Adversarial Networks
Raghav Kansal
Javier Mauricio Duarte
Haoran Su
B. Orzari
T. Tomei
M. Pierini
M. Touranakou
J. Vlimant
Dimitrios Gunopulos
151
81
0
22 Jun 2021
JOKR: Joint Keypoint Representation for Unsupervised Cross-Domain Motion
  Retargeting
JOKR: Joint Keypoint Representation for Unsupervised Cross-Domain Motion Retargeting
Ron Mokady
Rotem Tzaban
Sagie Benaim
Amit H. Bermano
Daniel Cohen-Or
VGen
101
3
0
17 Jun 2021
Self-Supervised GANs with Label Augmentation
Self-Supervised GANs with Label Augmentation
Liang Hou
Huawei Shen
Qi Cao
Xueqi Cheng
183
19
0
16 Jun 2021
Multi-StyleGAN: Towards Image-Based Simulation of Time-Lapse Live-Cell
  Microscopy
Multi-StyleGAN: Towards Image-Based Simulation of Time-Lapse Live-Cell Microscopy
Christoph Reich
Tim Prangemeier
C. Wildner
Heinz Koeppl
AI4CE
103
9
0
15 Jun 2021
Divergence Frontiers for Generative Models: Sample Complexity,
  Quantization Effects, and Frontier Integrals
Divergence Frontiers for Generative Models: Sample Complexity, Quantization Effects, and Frontier Integrals
Lang Liu
Krishna Pillutla
Sean Welleck
Sewoong Oh
Yejin Choi
Zaïd Harchaoui
MQ
150
18
0
15 Jun 2021
Reverse Engineering of Generative Models: Inferring Model
  Hyperparameters from Generated Images
Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images
Vishal Asnani
Xi Yin
Tal Hassner
Xiaoming Liu
154
75
0
15 Jun 2021
Improved Transformer for High-Resolution GANs
Improved Transformer for High-Resolution GANs
Long Zhao
Zizhao Zhang
Ting Chen
Dimitris N. Metaxas
Han Zhang
ViT
209
103
0
14 Jun 2021
Styleformer: Transformer based Generative Adversarial Networks with
  Style Vector
Styleformer: Transformer based Generative Adversarial Networks with Style Vector
Jeeseung Park
Younggeun Kim
ViT
204
53
0
13 Jun 2021
Do Not Escape From the Manifold: Discovering the Local Coordinates on
  the Latent Space of GANs
Do Not Escape From the Manifold: Discovering the Local Coordinates on the Latent Space of GANs
Jaewoong Choi
Junho Lee
Changyeon Yoon
J. Park
Geonho Hwang
Myung-joo Kang
153
28
0
13 Jun 2021
Adversarial Motion Modelling helps Semi-supervised Hand Pose Estimation
Adversarial Motion Modelling helps Semi-supervised Hand Pose Estimation
Adrian Spurr
Pavlo Molchanov
Umar Iqbal
Jan Kautz
Otmar Hilliges
75
8
0
10 Jun 2021
Score-based Generative Modeling in Latent Space
Score-based Generative Modeling in Latent Space
Arash Vahdat
Karsten Kreis
Jan Kautz
DiffM
249
740
0
10 Jun 2021
Pivotal Tuning for Latent-based Editing of Real Images
Pivotal Tuning for Latent-based Editing of Real Images
Daniel Roich
Ron Mokady
Amit H. Bermano
Daniel Cohen-Or
DiffM
203
561
0
10 Jun 2021
Soft Truncation: A Universal Training Technique of Score-based Diffusion
  Model for High Precision Score Estimation
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation
Dongjun Kim
Seung-Jae Shin
Kyungwoo Song
Wanmo Kang
Il-Chul Moon
245
106
0
10 Jun 2021
Generative Feature-driven Image Replay for Continual Learning
Generative Feature-driven Image Replay for Continual Learning
Kevin Thandiackal
Tiziano Portenier
Andrea Giovannini
M. Gabrani
O. Goksel
CLLVLMDiffM
99
10
0
09 Jun 2021
Tensor feature hallucination for few-shot learning
Tensor feature hallucination for few-shot learning
Michalis Lazarou
Tania Stathaki
Yannis Avrithis
143
23
0
09 Jun 2021
Tractable Density Estimation on Learned Manifolds with Conformal
  Embedding Flows
Tractable Density Estimation on Learned Manifolds with Conformal Embedding Flows
Brendan Leigh Ross
Jesse C. Cresswell
TPM
117
35
0
09 Jun 2021
Data-Efficient Instance Generation from Instance Discrimination
Data-Efficient Instance Generation from Instance Discrimination
Ceyuan Yang
Yujun Shen
Yinghao Xu
Bolei Zhou
140
87
0
08 Jun 2021
Low-Rank Subspaces in GANs
Low-Rank Subspaces in GANs
Jiapeng Zhu
Ruili Feng
Yujun Shen
Deli Zhao
Zhengjun Zha
Jingren Zhou
Qifeng Chen
GAN
96
74
0
08 Jun 2021
GAN Cocktail: mixing GANs without dataset access
GAN Cocktail: mixing GANs without dataset access
Omri Avrahami
Dani Lischinski
Ohad Fried
DiffMMoMe
87
11
0
07 Jun 2021
Vanishing Curvature and the Power of Adaptive Methods in Randomly
  Initialized Deep Networks
Vanishing Curvature and the Power of Adaptive Methods in Randomly Initialized Deep Networks
Antonio Orvieto
Jonas Köhler
Dario Pavllo
Thomas Hofmann
Aurelien Lucchi
ODL
88
6
0
07 Jun 2021
F-Drop&Match: GANs with a Dead Zone in the High-Frequency Domain
F-Drop&Match: GANs with a Dead Zone in the High-Frequency Domain
Shin'ya Yamaguchi
Sekitoshi Kanai
105
4
0
04 Jun 2021
Barcode Method for Generative Model Evaluation driven by Topological
  Data Analysis
Barcode Method for Generative Model Evaluation driven by Topological Data Analysis
Ryoungwoo Jang
Minjee Kim
Da-in Eun
Kyungjin Cho
Jiyeon Seo
Namkug Kim
EGVM
32
0
0
04 Jun 2021
Barbershop: GAN-based Image Compositing using Segmentation Masks
Barbershop: GAN-based Image Compositing using Segmentation Masks
Peihao Zhu
Rameen Abdal
John C. Femiani
Peter Wonka
114
32
0
02 Jun 2021
IID-GAN: an IID Sampling Perspective for Regularizing Mode Collapse
IID-GAN: an IID Sampling Perspective for Regularizing Mode Collapse
Yang Li
Liangliang Shi
Junchi Yan
GAN
125
8
0
01 Jun 2021
A Matrix Autoencoder Framework to Align the Functional and Structural
  Connectivity Manifolds as Guided by Behavioral Phenotypes
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
73
7
0
30 May 2021
Recent advances and clinical applications of deep learning in medical
  image analysis
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
185
702
0
27 May 2021
Learning to Generate Novel Scene Compositions from Single Images and
  Videos
Learning to Generate Novel Scene Compositions from Single Images and Videos
V. Sushko
Juergen Gall
Anna Khoreva
VLMGAN
43
5
0
12 May 2021
Enhancing Photorealism Enhancement
Enhancing Photorealism Enhancement
Stephan R. Richter
Hassan Abu Alhaija
V. Koltun
124
117
0
10 May 2021
Learning High-Dimensional Distributions with Latent Neural Fokker-Planck
  Kernels
Learning High-Dimensional Distributions with Latent Neural Fokker-Planck Kernels
Jiuxiang Gu
Changyou Chen
Jinhui Xu
89
2
0
10 May 2021
Generative Adversarial Registration for Improved Conditional Deformable
  Templates
Generative Adversarial Registration for Improved Conditional Deformable Templates
Neel Dey
Mengwei Ren
Adrian Dalca
Guido Gerig
GANMedIm
115
37
0
07 May 2021
Synthetic Data for Model Selection
Synthetic Data for Model Selection
Alon Shoshan
Nadav Bhonker
Igor Kviatkovsky
Matan Fintz
Gérard Medioni
110
6
0
03 May 2021
Generative Adversarial Networks via a Composite Annealing of Noise and
  Diffusion
Generative Adversarial Networks via a Composite Annealing of Noise and Diffusion
Kensuke Nakamura
Simon Korman
Byung-Woo Hong
DiffM
106
2
0
01 May 2021
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