Transferring GANs: Generating Images from Limited Data

Yaxing Wang, Chenshen Wu, Luis Herranz, Joost van de Weijer, Abel González-García, Bogdan Raducanu

Type: Book-Chapter

Publication Date: 2018-01-01

Citations: 221

DOI: https://doi.org/10.1007/978-3-030-01231-1_14

View Chat PDF

Locations

Lecture notes in computer science - View
arXiv (Cornell University) - View - PDF

Similar Works

Action	Title	Year	Authors
+	On Leveraging Pretrained GANs for Limited-Data Generation	2020	Miaoyun Zhao Yulai Cong Lawrence Carin
+	DEff-GAN: Diverse Attribute Transfer for Few-Shot Image Synthesis	2023	Rajiv Kumar G. Sivakumar
+	DEff-GAN: Diverse Attribute Transfer for Few-Shot Image Synthesis	2023	Rajiv Kumar G. Sivakumar
+ PDF Chat	ReMix: Towards Image-to-Image Translation with Limited Data	2021	Jie Cao Luanxuan Hou Ming–Hsuan Yang Ran He Zhenan Sun
+	ReMix: Towards Image-to-Image Translation with Limited Data	2021	Jie Cao Luanxuan Hou Ming–Hsuan Yang Ran He Zhenan Sun
+	Transferring GANs: generating images from limited data	2018	Yaxing Wang Chenshen Wu Luis Herranz Joost van de Weijer Abel González-García Bogdan Raducanu
+	Data Instance Prior for Transfer Learning in GANs	2021	Puneet Mangla Nupur Kumari Mayank Singh Vineeth N Balasubramanian Balaji Krishnamurthy
+	Image Synthesis with Adversarial Networks: a Comprehensive Survey and Case Studies	2020	Pourya Shamsolmoali Masoumeh Zareapoor Éric Granger Huiyu Zhou Ruili Wang M. Emre Celebi Jie Yang
+ PDF Chat	Image Synthesis with Adversarial Networks: a Comprehensive Survey and Case Studies	2020	Pourya Shamsolmoali Masoumeh Zareapoor Éric Granger Huiyu Zhou Ruili Wang M. Emre Celebi Jie Yang
+	How Generative Adversarial Networks and its variants Work: An Overview of GAN	2017	Yongjun Hong Uiwon Hwang Jaeyoon Yoo Sungroh Yoon
+	Generative Adversarial Network Applications in Creating a Meta-Universe	2022	Soheyla Amirian Thiab R. Taha Khaled Rasheed Hamid R. Arabnia
+ PDF Chat	Generative Adversarial Network Applications in Creating a Meta-Universe	2021	Soheyla Amirian Thiab R. Taha Khaled Rasheed Hamid R. Arabnia
+	On Leveraging Pretrained GANs for Limited-Data Generation	2020	Miaoyun Zhao Yulai Cong Lawrence Carin
+ PDF Chat	How Generative Adversarial Networks and Their Variants Work	2019	Yongjun Hong Uiwon Hwang Jaeyoon Yoo Sungroh Yoon
+ PDF Chat	Piggyback GAN: Efficient Lifelong Learning for Image Conditioned Generation	2020	Mengyao Zhai Lei Chen Jiawei He Megha Nawhal Frederick Tung Greg Mori
+	Conditional Transferring Features: Scaling GANs to Thousands of Classes with 30% Less High-quality Data for Training	2019	Chunpeng Wu Wei Wen Yiran Chen Hai Li
+ PDF Chat	Drop the GAN: In Defense of Patches Nearest Neighbors as Single Image Generative Models	2022	Niv Granot Ben Feinstein Assaf Shocher Shai Bagon Michal Irani
+ PDF Chat	Mind2Mind: Transfer Learning for GANs	2021	Yaël Frégier Jean-Baptiste Gouray
+	Generative Adversarial Networks: A Survey and Taxonomy.	2019	Zhengwei Wang Qi She Tomás E. Ward
+	Exploiting GAN Internal Capacity for High-Quality Reconstruction of Natural Images	2019	Marcos Pividori Guillermo L. Grinblat Lucas C. Uzal

Cited by (91)

Action	Title	Year	Authors
+ PDF Chat	Continual Learning of Generative Models With Limited Data: From Wasserstein-1 Barycenter to Adaptive Coalescence	2023	Mehmet Dedeoğlu Sen Lin Zhaofeng Zhang Junshan Zhang
+ PDF Chat	On Data Augmentation for GAN Training	2021	Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Trung‐Kien Nguyen Ngai‐Man Cheung
+ PDF Chat	Few-shot Image Generation via Cross-domain Correspondence	2021	Utkarsh Ojha Yijun Li Jingwan Lu Alexei A. Efros Yong Jae Lee Eli Shechtman Richard Zhang
+ PDF Chat	One-Shot Adaptation of GAN in Just One CLIP	2023	Gihyun Kwon Jong Chul Ye
+	Unbalanced GANs: Pre-training the Generator of Generative Adversarial Network using Variational Autoencoder	2020	Hyungrok Ham Tae Joon Jun Daeyoung Kim
+	One-Shot Generative Domain Adaptation	2021	Ceyuan Yang Yujun Shen Zhiyi Zhang Yinghao Xu Jiapeng Zhu Zhirong Wu Bolei Zhou
+	SAR: learning cross-language API mappings with little knowledge	2019	Nghi D. Q. Bui Yijun Yu Lingxiao Jiang
+	Regularizing Generative Adversarial Networks under Limited Data	2021	Hung-Yu Tseng Lu Jiang Ce Liu Ming–Hsuan Yang Weilong Yang
+	GAN Memory with No Forgetting	2020	Yulai Cong Miaoyun Zhao Jianqiao Li Sijia Wang Lawrence Carin
+ PDF Chat	Improving Diversity in Zero-Shot GAN Adaptation with Semantic Variations	2023	Seogkyu Jeon Bei Liu Pilhyeon Lee Kibeom Hong Jianlong Fu Hyeran Byun
+	GANTL: Towards Practical and Real-Time Topology Optimization with Conditional GANs and Transfer Learning	2021	Mohammad Mahdi Behzadi Horea Ilieş
+	UVCGAN: UNet Vision Transformer cycle-consistent GAN for unpaired image-to-image translation	2023	D. Torbunov Yi Huang H. Yu Jin Huang Shinjae Yoo Meifeng Lin Brett Viren Yihui Ren
+	Model Patching: Closing the Subgroup Performance Gap with Data Augmentation	2021	Karan Goel Albert Gu Yixuan Li Christopher Ré
+ PDF Chat	Few Shot Generative Model Adaption via Relaxed Spatial Structural Alignment	2022	Jiayu Xiao Liang Li Chaofei Wang Zheng-Jun Zha Qingming Huang
+ PDF Chat	Zero-Shot Generative Model Adaptation via Image-Specific Prompt Learning	2023	Jiayi Guo Chaofei Wang You Wu Eric Zhang Kai Wang Xingqian Xu Shiji Song Humphrey Shi Gao Huang
+ PDF Chat	Generating novel scene compositions from single images and videos	2023	Vadim Sushko Dan Zhang Jüergen Gall Anna Khoreva
+	Model Patching: Closing the Subgroup Performance Gap with Data Augmentation	2020	Karan Goel Albert Gu Yixuan Li Christopher Ré
+ PDF Chat	GAN Prior Embedded Network for Blind Face Restoration in the Wild	2021	Tao Yang Peiran Ren Xuansong Xie Lei Zhang
+ PDF Chat	Semantics Disentangling for Text-To-Image Generation	2019	Guojun Yin Bin Liu Lu Sheng Nenghai Yu Xiaogang Wang Jing Shao
+	DeepI2I: Enabling Deep Hierarchical Image-to-Image Translation by Transferring from GANs	2020	Yaxing Wang Lu Yu Joost van de Weijer
+ PDF Chat	Few-shot Semantic Image Synthesis with Class Affinity Transfer	2023	Marlène Careil Jakob Verbeek Stéphane Lathuilière
+ PDF Chat	Smoothness Similarity Regularization for Few-Shot GAN Adaptation	2023	Vadim Sushko Ruyu Wang Jüergen Gall
+	Smoothing the Generative Latent Space with Mixup-based Distance Learning	2021	Chaerin Kong Jeesoo Kim Donghoon Han Nojun Kwak
+ PDF Chat	Selective synthetic augmentation with HistoGAN for improved histopathology image classification	2020	Yuan Xue Jiarong Ye Qianying Zhou L. Rodney Long Sameer Antani Zhiyun Xue Carl Cornwell Richard J. Zaino Keith C. Cheng Xiaolei Huang
+	GAN Prior Embedded Network for Blind Face Restoration in the Wild	2021	Tao Yang Peiran Ren Xuansong Xie Lei Zhang
+ PDF Chat	FakeCLR: Exploring Contrastive Learning for Solving Latent Discontinuity in Data-Efficient GANs	2022	Ziqiang Li Chaoyue Wang Heliang Zheng Jing Zhang Bin Li
+ PDF Chat	Few-Shot Image Generation with Mixup-Based Distance Learning	2022	Chaerin Kong Jeesoo Kim Donghoon Han Nojun Kwak
+ PDF Chat	Visual Prompt Tuning for Generative Transfer Learning	2023	Kihyuk Sohn Hui‐Wen Chang José Lezama Luisa F. Polanía Han Zhang Hao Yuan Irfan Essa Lu Jiang
+	Association: Remind Your GAN not to Forget	2020	Yi Gu Yuting Gao Ruoxin Chen Feiyang Cai Jie Li Chentao Wu
+	On Leveraging Pretrained GANs for Generation with Limited Data	2020	Miaoyun Zhao Yulai Cong Lawrence Carin
+ PDF Chat	Reinforcing Generated Images via Meta-Learning for One-Shot Fine-Grained Visual Recognition	2022	Satoshi Tsutsui Yanwei Fu David Crandall
+ PDF Chat	Exploring Incompatible Knowledge Transfer in Few-shot Image Generation	2023	Yunqing Zhao Chao‐Hai Du Milad Abdollahzadeh Tianyu Pang Min Lin Shuicheng Yan Ngai‐Man Cheung
+	Unpaired Image-to-Image Translation with Limited Data to Reveal Subtle Phenotypes	2023	Anis Bourou Kévin Daupin Véronique Dubreuil Aurélie de Thonel Valérie Mezger-Lallemand Auguste Genovesio
+ PDF Chat	Adversarial Unsupervised Domain Adaptation for Harmonic-Percussive Source Separation	2020	Carlos Lordelo Emmanouil Benetos Simon Dixon Sven Ahlbäck Patrik Ohlsson
+ PDF Chat	Effective Data Augmentation with Multi-Domain Learning GANs	2020	Shin’ya Yamaguchi Sekitoshi Kanai Takeharu Eda
+	MineGAN: effective knowledge transfer from GANs to target domains with few images	2019	Yaxing Wang Abel González-García David Berga Luis Herranz Fahad Shahbaz Khan Joost van de Weijer
+ PDF Chat	A Closer Look at Few-shot Image Generation	2022	Yunqing Zhao Henghui Ding Houjing Huang Ngai‐Man Cheung
+ PDF Chat	Multi-Concept Customization of Text-to-Image Diffusion	2023	Nupur Kumari Bingliang Zhang Richard Zhang Eli Shechtman Jun-Yan Zhu
+ PDF Chat	MineGAN++: Mining Generative Models for Efficient Knowledge Transfer to Limited Data Domains	2023	Yaxing Wang Abel González-García Chenshen Wu Luis Herranz Fahad Shahbaz Khan Shangling Jui Jian Yang Joost van de Weijer
+	Augmentation-Interpolative AutoEncoders for Unsupervised Few-Shot Image Generation	2020	Davis Wertheimer Omid Poursaeed Bharath Hariharan

Citing (33)

Action	Title	Year	Authors
+ PDF Chat	Domain-Adversarial Training of Neural Networks	2017	Yaroslav Ganin Evgeniya Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette Mario Marchand Victor Lempitsky
+ PDF Chat	Deep Learning Face Attributes in the Wild	2015	Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang
+	A note on the evaluation of generative models	2015	Lucas Theis Aäron van den Oord Matthias Bethge
+ PDF Chat	ImageNet Large Scale Visual Recognition Challenge	2015	Olga Russakovsky Jia Deng Hao Su Jonathan Krause Sanjeev Satheesh Sean Ma Zhiheng Huang Andrej Karpathy Aditya Khosla Michael S. Bernstein
+	Conditional Generative Adversarial Nets	2014	Mehdi Mirza Simon Osindero
+	Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	2015	Alec Radford Luke Metz Soumith Chintala
+ PDF Chat	Deep Residual Learning for Image Recognition	2016	Kaiming He Xiangyu Zhang Shaoqing Ren Jian Sun
+ PDF Chat	Factors of Transferability for a Generic ConvNet Representation	2015	Hossein Azizpour Ali Sharif Razavian Josephine Sullivan Atsuto Maki Stefan Carlsson
+ PDF Chat	Simultaneous Deep Transfer Across Domains and Tasks	2015	Eric Tzeng Judy Hoffman Trevor Darrell Kate Saenko
+ PDF Chat	The Cityscapes Dataset for Semantic Urban Scene Understanding	2016	Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele
+	Adversarially Learned Inference	2016	Vincent Dumoulin Ishmael Belghazi Ben Poole Olivier Mastropietro Alex Lamb Martín Arjovsky Aaron Courville
+	Improved Techniques for Training GANs	2016	Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen
+	InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets	2016	Xi Chen Yan Duan Rein Houthooft John Schulman Ilya Sutskever Pieter Abbeel
+	A Learned Representation For Artistic Style	2016	Vincent Dumoulin Jonathon Shlens Manjunath Kudlur
+	Invertible Conditional GANs for image editing	2016	Guim Perarnau Joost van de Weijer Bogdan Raducanu Jose M. Álvarez
+	Ensembles of Generative Adversarial Networks	2016	Yaxing Wang Lichao Zhang Joost van de Weijer
+ PDF Chat	Stacked Generative Adversarial Networks	2017	Xun Huang Yixuan Li Omid Poursaeed John E. Hopcroft Serge Belongie
+ PDF Chat	Age Progression/Regression by Conditional Adversarial Autoencoder	2017	Zhifei Zhang Yang Song Hairong Qi
+	Pose Guided Person Image Generation	2017	Liqian Ma Xu Jia Qianru Sun Bernt Schiele Tinne Tuytelaars Luc Van Gool
+	Improved Adversarial Systems for 3D Object Generation and Reconstruction	2017	Edward Smith David Meger
+	Disentangled Person Image Generation	2018	Liqian Ma Qianru Sun Stamatios Georgoulis Luc Van Gool Bernt Schiele Mario Fritz
+	Generative Adversarial Text to Image Synthesis	2016	Scott Reed Zeynep Akata Xinchen Yan Lajanugen Logeswaran Bernt Schiele Honglak Lee
+	Conditional Image Synthesis With Auxiliary Classifier GANs	2016	Augustus Odena Christopher Olah Jonathon Shlens
+	Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks	2015	Emily Denton Soumith Chintala Arthur Szlam Rob Fergus
+	Learning to Discover Cross-Domain Relations with Generative Adversarial Networks	2017	Taek‐Soo Kim Moonsu Cha Hyunsoo Kim Jung Kwon Lee Jiwon Kim
+ PDF Chat	Unpaired Image-to-Image Translation Using Cycle-Consistent Adversarial Networks	2017	Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros
+ PDF Chat	Pros and cons of GAN evaluation measures	2018	Ali Borji
+	Quantitatively Evaluating GANs With Divergences Proposed for Training	2018	Daniel Jiwoong Im He Ma Graham W. Taylor Kristin Branson
+ PDF Chat	Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network	2017	Christian Ledig Lucas Theis Ferenc Huszár José Caballero Andrew Cunningham Alejandro Acosta Andrew P. Aitken Alykhan Tejani Johannes Totz Zehan Wang
+	GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium	2017	Martin Heusel Hubert Ramsauer Thomas Unterthiner Bernhard Nessler Sepp Hochreiter
+ PDF Chat	StackGAN: Text to Photo-Realistic Image Synthesis with Stacked Generative Adversarial Networks	2017	Han Zhang Tao Xu Hongsheng Li Shaoting Zhang Xiaogang Wang Xiaolei Huang Dimitris Metaxas
+	Towards Principled Methods for Training Generative Adversarial Networks	2017	Martín Arjovsky Léon Bottou
+	LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop	2015	Fisher Yu Yinda Zhang Shuran Song Ari Seff Jianxiong Xiao