Few-shot Image Generation with Mixup-based Distance Learning

23 November 2021

Nojun Kwak

Papers citing "Few-shot Image Generation with Mixup-based Distance Learning"

27 / 27 papers shown

Title
When do GANs replicate? On the choice of dataset size Qianli Feng Chen Guo Fabian Benitez-Quiroz Aleix M. Martinez 194 54 0 23 Feb 2022
High-Fidelity GAN Inversion for Image Attribute Editing Tengfei Wang Yong Zhang Yanbo Fan Jue Wang Qifeng Chen DiffM 255 250 0 14 Sep 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 100 262 0 13 Apr 2021
Regularizing Generative Adversarial Networks under Limited Data Hung-Yu Tseng Lu Jiang Ce Liu Ming-Hsuan Yang Weilong Yang GAN 84 143 0 07 Apr 2021
ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement Yuval Alaluf Or Patashnik Daniel Cohen-Or 88 347 0 06 Apr 2021
Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis Bingchen Liu Yizhe Zhu Kunpeng Song Ahmed Elgammal 216 239 0 12 Jan 2021
Improved StyleGAN Embedding: Where are the Good Latents? Peihao Zhu Rameen Abdal Yipeng Qin John C. Femiani Peter Wonka 51 117 0 13 Dec 2020
Few-shot Image Generation with Elastic Weight Consolidation Yijun Li Richard Y. Zhang Jingwan Lu Eli Shechtman 3DH 79 169 0 04 Dec 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 253 4,052 0 20 Nov 2020
Few-Shot Adaptation of Generative Adversarial Networks Esther Robb Wen-Sheng Chu Abhishek Kumar Jia-Bin Huang 70 100 0 22 Oct 2020
Differentiable Augmentation for Data-Efficient GAN Training Shengyu Zhao Zhijian Liu Ji Lin Jun-Yan Zhu Song Han 89 606 0 18 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 360 6,792 0 13 Jun 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 136 1,884 0 11 Jun 2020
Improved Techniques for Training Single-Image GANs Tobias Hinz Matthew Fisher Oliver Wang S. Wermter GAN VLM 48 145 0 25 Mar 2020
Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs Sangwoo Mo Minsu Cho Jinwoo Shin 72 213 0 25 Feb 2020
MineGAN: effective knowledge transfer from GANs to target domains with few images Yaxing Wang Abel Gonzalez-Garcia David Berga Luis Herranz Fahad Shahbaz Khan Joost van de Weijer GAN 44 189 0 11 Dec 2019
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 269 5,808 0 03 Dec 2019
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring David Berthelot Nicholas Carlini E. D. Cubuk Alexey Kurakin Kihyuk Sohn Han Zhang Colin Raffel 92 681 0 21 Nov 2019
SinGAN: Learning a Generative Model from a Single Natural Image Tamar Rott Shaham Tali Dekel T. Michaeli GAN VLM 90 841 0 02 May 2019
Improved Precision and Recall Metric for Assessing Generative Models Tuomas Kynkaanniemi Tero Karras S. Laine J. Lehtinen Timo Aila EGVM 95 861 0 15 Apr 2019
Diversity-Sensitive Conditional Generative Adversarial Networks Dingdong Yang Seunghoon Hong Y. Jang Tianchen Zhao Honglak Lee GAN 92 216 0 25 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 547 10,551 0 12 Dec 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 355 11,784 0 11 Jan 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 273 9,759 0 25 Oct 2017
Multi-Agent Diverse Generative Adversarial Networks Arna Ghosh Viveka Kulharia Vinay P. Namboodiri Philip Torr P. Dokania GAN 65 306 0 10 Apr 2017
Least Squares Generative Adversarial Networks Xudong Mao Qing Li Haoran Xie Raymond Y. K. Lau Zhen Wang Stephen Paul Smolley GAN 329 4,572 0 13 Nov 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 248 14,005 0 19 Nov 2015