Data-Efficient Instance Generation from Instance Discrimination

8 June 2021

Papers citing "Data-Efficient Instance Generation from Instance Discrimination"

50 / 59 papers shown

Title
Be More Diverse than the Most Diverse: Optimal Mixtures of Generative Models via Mixture-UCB Bandit Algorithms Parham Rezaei Farzan Farnia Cheuk Ting Li 43 1 0 23 Dec 2024
Towards a Scalable Reference-Free Evaluation of Generative Models Azim Ospanov Jingwei Zhang Mohammad Jalali Xuenan Cao Andrej Bogdanov Farzan Farnia EGVM 40 8 0 03 Jul 2024
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 40 1 0 09 Jun 2024
Identification of Novel Modes in Generative Models via Fourier-based Differential Clustering Jingwei Zhang Mohammad Jalali Cheuk Ting Li Farzan Farnia 44 3 0 04 May 2024
CHAIN: Enhancing Generalization in Data-Efficient GANs via lipsCHitz continuity constrAIned Normalization Yao Ni Piotr Koniusz AI4CE GAN 40 1 0 31 Mar 2024
An Interpretable Evaluation of Entropy-based Novelty of Generative Models Jingwei Zhang Cheuk Ting Li Farzan Farnia EGVM 40 6 0 27 Feb 2024
Data-Agnostic Face Image Synthesis Detection Using Bayesian CNNs Roberto Leyva Victor Sanchez Gregory Epiphaniou Carsten Maple CVBM 28 5 0 08 Jan 2024
Anomaly Score: Evaluating Generative Models and Individual Generated Images based on Complexity and Vulnerability Jaehui Hwang Junghyuk Lee Jong-Seok Lee EGVM 32 2 0 17 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 21 3 0 14 Nov 2023
Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine Learning Amey P. Pasarkar Adji Bousso Dieng 27 11 0 19 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 24 2 0 17 Sep 2023
Improving Few-shot Image Generation by Structural Discrimination and Textural Modulation Mengping Yang Zhe Wang Wenyi Feng Qian Zhang Tingzhe Xiao DiffM 44 2 0 30 Aug 2023
Image Synthesis under Limited Data: A Survey and Taxonomy Mengping Yang Zhe Wang 28 8 0 31 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 47 21 0 26 Jul 2023
Improving Out-of-Distribution Robustness of Classifiers via Generative Interpolation Haoyue Bai Ceyuan Yang Yinghao Xu Shueng-Han Gary Chan Bolei Zhou OODD 17 3 0 23 Jul 2023
Dynamically Masked Discriminator for Generative Adversarial Networks Wentian Zhang Haozhe Liu Bing Li Jinheng Xie Yawen Huang Yuexiang Li Yefeng Zheng Guohao Li TTA 38 2 0 13 Jun 2023
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models G. Stein Jesse C. Cresswell Rasa Hosseinzadeh Yi Sui Brendan Leigh Ross Valentin Villecroze Zhaoyan Liu Anthony L. Caterini J. E. T. Taylor G. Loaiza-Ganem EGVM 33 95 0 07 Jun 2023
Learning to Jump: Thinning and Thickening Latent Counts for Generative Modeling Tianqi Chen Mingyuan Zhou DiffM 60 7 0 28 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 23 19 0 15 Apr 2023
NoisyTwins: Class-Consistent and Diverse Image Generation through StyleGANs Harsh Rangwani Lavish Bansal Kartik Sharma Tejan Karmali Varun Jampani R. Venkatesh Babu 20 13 0 12 Apr 2023
Revisiting the Evaluation of Image Synthesis with GANs Mengping Yang Ceyuan Yang Yichi Zhang Qingyan Bai Yujun Shen Bo Dai EGVM 35 7 0 04 Apr 2023
KD-DLGAN: Data Limited Image Generation via Knowledge Distillation Kaiwen Cui Yingchen Yu Fangneng Zhan Tianran Ouyang Shijian Lu1 Eric P. Xing VLM 48 19 0 30 Mar 2023
Text-driven Visual Synthesis with Latent Diffusion Prior Tingbo Liao Songwei Ge Yiran Xu Yao-Chih Lee Badour Albahar Jia-Bin Huang DiffM 30 6 0 16 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 38 17 0 06 Feb 2023
Domain Expansion of Image Generators Yotam Nitzan Michael Gharbi Richard Y. Zhang Taesung Park Jun-Yan Zhu Daniel Cohen-Or Eli Shechtman 28 16 0 12 Jan 2023
StyleDomain: Efficient and Lightweight Parameterizations of StyleGAN for One-shot and Few-shot Domain Adaptation Aibek Alanov Vadim Titov M. Nakhodnov Dmitry Vetrov 35 6 0 20 Dec 2022
Diffusion Guided Domain Adaptation of Image Generators Kunpeng Song Ligong Han Bingchen Liu Dimitris N. Metaxas Ahmed Elgammal DiffM 28 34 0 08 Dec 2022
GLeaD: Improving GANs with A Generator-Leading Task Qingyan Bai Ceyuan Yang Yinghao Xu Xihui Liu Yujiu Yang Yujun Shen GAN 20 9 0 07 Dec 2022
DigGAN: Discriminator gradIent Gap Regularization for GAN Training with Limited Data Tiantian Fang Ruoyu Sun A. Schwing GAN 22 16 0 27 Nov 2022
StyleNAT: Giving Each Head a New Perspective Steven Walton Ali Hassani Xingqian Xu Zhangyang Wang Humphrey Shi ViT 31 23 0 10 Nov 2022
Reducing Training Sample Memorization in GANs by Training with Memorization Rejection Andrew Bai Cho-Jui Hsieh Wendy Kan Hsuan-Tien Lin GAN 34 5 0 21 Oct 2022
HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networks Aibek Alanov Vadim Titov Dmitry Vetrov GAN OOD 26 26 0 17 Oct 2022
FreGAN: Exploiting Frequency Components for Training GANs under Limited Data Mengping Yang Zhe Wang Ziqiu Chi Yanbing Zhang 14 32 0 11 Oct 2022
Improving GANs with A Dynamic Discriminator Ceyuan Yang Yujun Shen Yinghao Xu Deli Zhao Bo Dai Bolei Zhou TTA 61 23 0 20 Sep 2022
Deep Generative Modeling on Limited Data with Regularization by Nontransferable Pre-trained Models Yong Zhong Hongtao Liu Xiaodong Liu Fan Bao Weiran Shen Chongxuan Li AI4CE 22 4 0 30 Aug 2022
Hierarchical Semantic Regularization of Latent Spaces in StyleGANs Tejan Karmali Rishubh Parihar Susmit Agrawal Harsh Rangwani Varun Jampani M. Singh R. Venkatesh Babu 31 11 0 07 Aug 2022
Distribution Learning Based on Evolutionary Algorithm Assisted Deep Neural Networks for Imbalanced Image Classification Yudi Zhao K. Hao Chaochen Gu Bing Wei 19 1 0 26 Jul 2022
Towards Diverse and Faithful One-shot Adaption of Generative Adversarial Networks Yabo Zhang Mingshuai Yao Yuxiang Wei Zhilong Ji Jinfeng Bai W. Zuo 13 23 0 18 Jul 2022
FakeCLR: Exploring Contrastive Learning for Solving Latent Discontinuity in Data-Efficient GANs Ziqiang Li Chaoyue Wang Heliang Zheng Jing Zhang Bin Li 28 24 0 18 Jul 2022
Diffusion-GAN: Training GANs with Diffusion Zhendong Wang Huangjie Zheng Pengcheng He Weizhu Chen Mingyuan Zhou DiffM 24 221 0 05 Jun 2022
Augmentation-Aware Self-Supervision for Data-Efficient GAN Training Liang Hou Qi Cao Yige Yuan Songtao Zhao Chongyang Ma Siyuan Pan Pengfei Wan Xiaoshuang Li Huawei Shen Xueqi Cheng 23 7 0 31 May 2022
D3T-GAN: Data-Dependent Domain Transfer GANs for Few-shot Image Generation Xintian Wu Huanyu Wang Yiming Wu Xi Li 11 2 0 12 May 2022
A Closer Look at Few-shot Image Generation Yunqing Zhao Henghui Ding Houjing Huang Ngai-man Cheung 29 72 0 08 May 2022
A Comprehensive Survey on Data-Efficient GANs in Image Generation Ziqiang Li Beihao Xia Jing Zhang Chaoyue Wang Bin Li 19 33 0 18 Apr 2022
MyStyle: A Personalized Generative Prior Yotam Nitzan Kfir Aberman Qiurui He O. Liba Michal Yarom Yossi Gandelsman Inbar Mosseri Yael Pritch Daniel Cohen-or 32 25 0 31 Mar 2022
State-of-the-Art in the Architecture, Methods and Applications of StyleGAN Amit H. Bermano Rinon Gal Yuval Alaluf Ron Mokady Yotam Nitzan Omer Tov Or Patashnik Daniel Cohen-Or 32 81 0 28 Feb 2022
Region-Based Semantic Factorization in GANs Jiapeng Zhu Yujun Shen Yinghao Xu Deli Zhao Qifeng Chen 15 35 0 19 Feb 2022
Ensembling Off-the-shelf Models for GAN Training Nupur Kumari Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 34 86 0 16 Dec 2021
One-Shot Generative Domain Adaptation Ceyuan Yang Yujun Shen Zhiyi Zhang Yinghao Xu Jiapeng Zhu Zhirong Wu Bolei Zhou 24 49 0 18 Nov 2021
StyleGAN-NADA: CLIP-Guided Domain Adaptation of Image Generators Rinon Gal Or Patashnik Haggai Maron Gal Chechik Daniel Cohen-Or CLIP VLM 33 220 0 02 Aug 2021