A Closer Look at Few-shot Image Generation

8 May 2022

Papers citing "A Closer Look at Few-shot Image Generation"

47 / 47 papers shown

Title
Generative Adversarial Networks with Limited Data: A Survey and Benchmarking Omar de Mitri Ruyu Wang Marco F. Huber 26 0 0 07 Apr 2025
GCA-3D: Towards Generalized and Consistent Domain Adaptation of 3D Generators Hengjia Li Yang Liu Yibo Zhao Haoran Cheng Yang Yang ... Qibo Qiu Boxi Wu Tu Zheng Zheng Yang D. Cai 87 0 0 20 Dec 2024
DomainGallery: Few-shot Domain-driven Image Generation by Attribute-centric Finetuning Yuxuan Duan Y. Hong Bo Zhang Jun Lan Huijia Zhu Weiqiang Wang Jianfu Zhang Li Niu L. Zhang DiffM 44 0 0 07 Nov 2024
CFTS-GAN: Continual Few-Shot Teacher Student for Generative Adversarial Networks Munsif Ali L. Rossi Massimo Bertozzi GAN CLL 16 1 0 17 Oct 2024
One-shot Generative Domain Adaptation in 3D GANs Ziqiang Li Yi Wu Chaoyue Wang Xue Rui Bin Li 16 0 0 11 Oct 2024
An Efficient and Explainable Transformer-Based Few-Shot Learning for Modeling Electricity Consumption Profiles Across Thousands of Domains Weijie Xia Gao Peng Chenguang Wang Peter Palensky Eric Pauwels Pedro P. Vergara 14 0 0 15 Aug 2024
Transfer Learning for Diffusion Models Yidong Ouyang Liyan Xie Hongyuan Zha Guang Cheng DiffM 55 2 0 27 May 2024
Semantica: An Adaptable Image-Conditioned Diffusion Model Manoj Kumar N. Houlsby Emiel Hoogeboom DiffM VLM 34 0 0 23 May 2024
Deformable One-shot Face Stylization via DINO Semantic Guidance Yang Zhou Zichong Chen Hui Huang CVBM 32 5 0 01 Mar 2024
UniHDA: A Unified and Versatile Framework for Multi-Modal Hybrid Domain Adaptation Hengjia Li Yang Liu Yuqi Lin Zhanwei Zhang Yibo Zhao ... Tu Zheng Zheng Yang Yuchun Jiang Boxi Wu Deng Cai DiffM 24 0 0 23 Jan 2024
RS-Corrector: Correcting the Racial Stereotypes in Latent Diffusion Models Yue Jiang Yueming Lyu Tianxiang Ma Bo Peng Jing Dong 43 3 0 08 Dec 2023
Peer is Your Pillar: A Data-unbalanced Conditional GANs for Few-shot Image Generation Ziqiang Li Chaoyue Wang Xue Rui Chao Xue Jiaxu Leng Bin Li GAN VLM 14 2 0 14 Nov 2023
Improving the Effectiveness of Deep Generative Data Ruyu Wang Sabrina Schmedding Marco F. Huber DiffM 29 3 0 07 Nov 2023
One-for-All: Towards Universal Domain Translation with a Single StyleGAN Yong Du Jiahui Zhan Shengfeng He Xinzhe Li Junyu Dong Sheng Chen Ming-Hsuan Yang VLM 33 2 0 22 Oct 2023
UGC: Unified GAN Compression for Efficient Image-to-Image Translation Yuxi Ren Jie Wu Peng Zhang Manlin Zhang Xuefeng Xiao Qian He Rui Wang Min Zheng Xin Pan 18 2 0 17 Sep 2023
Scenimefy: Learning to Craft Anime Scene via Semi-Supervised Image-to-Image Translation Yu Jiang Liming Jiang Shuai Yang Chen Change Loy 13 15 0 24 Aug 2023
Efficient Transfer Learning in Diffusion Models via Adversarial Noise Xiyu Wang Baijiong Lin Daochang Liu Chang Xu DiffM 26 3 0 23 Aug 2023
LFS-GAN: Lifelong Few-Shot Image Generation Juwon Seo Jingwen Kang Gyeong-Moon Park CLL 14 11 0 23 Aug 2023
Improving Diversity in Zero-Shot GAN Adaptation with Semantic Variations Seogkyu Jeon Bei Liu Pilhyeon Lee Kibeom Hong Jianlong Fu H. Byun 30 1 0 21 Aug 2023
Smoothness Similarity Regularization for Few-Shot GAN Adaptation V. Sushko Ruyu Wang Juergen Gall 14 2 0 18 Aug 2023
Image Synthesis under Limited Data: A Survey and Taxonomy Mengping Yang Zhe Wang 28 8 0 31 Jul 2023
EqGAN: Feature Equalization Fusion for Few-shot Image Generation Yingbo Zhou Zhihao Yue Yutong Ye Pengyu Zhang Xian Wei Mingsong Chen 19 1 0 27 Jul 2023
A Survey on Generative Modeling with Limited Data, Few Shots, and Zero Shot Milad Abdollahzadeh Touba Malekzadeh Christopher T. H. Teo Keshigeyan Chandrasegaran Guimeng Liu Ngai-man Cheung VLM MedIm 33 21 0 26 Jul 2023
AdAM: Few-Shot Image Generation via Adaptation-Aware Kernel Modulation Yunqing Zhao Keshigeyan Chandrasegaran Abdollahzadeh Milad Chao Du Tianyu Pang Ruoteng Li Henghui Ding Ngai-man Cheung 16 0 0 04 Jul 2023
DomainStudio: Fine-Tuning Diffusion Models for Domain-Driven Image Generation using Limited Data Jin Zhu Huimin Ma Jiansheng Chen Jian Yuan DiffM 19 10 0 25 Jun 2023
Few-shot 3D Shape Generation Jin Zhu Huimin Ma Jiansheng Chen Jian Yuan DiffM 26 1 0 19 May 2023
Unlearnable Examples Give a False Sense of Security: Piercing through Unexploitable Data with Learnable Examples Wanzhu Jiang Yunfeng Diao He-Nan Wang Jianxin Sun M. Wang Richang Hong 32 18 0 16 May 2023
WeditGAN: Few-Shot Image Generation via Latent Space Relocation Yuxuan Duan Li Niu Y. Hong Liqing Zhang 46 11 0 11 May 2023
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation Yunqing Zhao Chao Du Milad Abdollahzadeh Tianyu Pang Min-Bin Lin Shuicheng Yan Ngai-man Cheung 21 19 0 15 Apr 2023
Few-shot Semantic Image Synthesis with Class Affinity Transfer Marlene Careil Jakob Verbeek Stéphane Lathuilière DiffM 13 4 0 05 Apr 2023
A Recipe for Watermarking Diffusion Models Yunqing Zhao Tianyu Pang Chao Du Xiao Yang Ngai-man Cheung Min-Bin Lin WIGM 13 114 0 17 Mar 2023
Task-specific Fine-tuning via Variational Information Bottleneck for Weakly-supervised Pathology Whole Slide Image Classification Honglin Li Chenglu Zhu Yunlong Zhang Yuxuan Sun Zhongyi Shui Wenwei Kuang S. Zheng L. Yang 61 57 0 15 Mar 2023
Texturize a GAN Using a Single Image Pengda Xiang Sitao Xiang Yajie Zhao GAN 28 0 0 21 Feb 2023
Domain Re-Modulation for Few-Shot Generative Domain Adaptation Yi Wu Ziqiang Li Chaoyue Wang Heliang Zheng Shan Zhao Bin Li Dacheng Ta 28 17 0 06 Feb 2023
Few-shot Face Image Translation via GAN Prior Distillation Ruoyu Zhao Mingrui Zhu Xiaoyu Wang N. Wang CVBM 20 0 0 28 Jan 2023
Few-shot Image Generation with Diffusion Models Jin Zhu Huimin Ma Jiansheng Chen Jian Yuan DiffM 30 20 0 07 Nov 2022
Few-shot Image Generation via Adaptation-Aware Kernel Modulation Yunqing Zhao Keshigeyan Chandrasegaran Milad Abdollahzadeh Ngai-man Cheung 63 42 0 29 Oct 2022
Few-shot Image Generation via Masked Discrimination Jin Zhu Huimin Ma Jiansheng Chen Jian Yuan 22 12 0 27 Oct 2022
Discovering Transferable Forensic Features for CNN-generated Images Detection Keshigeyan Chandrasegaran Ngoc-Trung Tran Alexander Binder Ngai-man Cheung AAML 13 26 0 24 Aug 2022
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification Yunqing Zhao Ngai-man Cheung BDL 14 12 0 23 Aug 2022
Towards Diverse and Faithful One-shot Adaption of Generative Adversarial Networks Yabo Zhang Mingshuai Yao Yuxiang Wei Zhilong Ji Jinfeng Bai W. Zuo 8 23 0 18 Jul 2022
When do GANs replicate? On the choice of dataset size Qianli Feng Chen Guo Fabian Benitez-Quiroz Aleix M. Martinez 136 54 0 23 Feb 2022
Game of GANs: Game-Theoretical Models for Generative Adversarial Networks Monireh Mohebbi Moghadam Bahar Boroumand Mohammad Jalali Arman Zareian Alireza Daei Javad M. Manshaei Marwan Krunz GAN 19 27 0 13 Jun 2021
CRNet: Cross-Reference Networks for Few-Shot Segmentation Weide Liu Chi Zhang Guosheng Lin Fayao Liu SSeg 144 190 0 24 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,320 0 12 Dec 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,659 0 09 Mar 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,387 0 21 Nov 2016