A Survey on Generative Modeling with Limited Data, Few Shots, and Zero
Shot

A Survey on Generative Modeling with Limited Data, Few Shots, and Zero Shot

26 July 2023

Milad Abdollahzadeh

Touba Malekzadeh

Christopher T. H. Teo

Keshigeyan Chandrasegaran

Ngai-man Cheung

Papers citing "A Survey on Generative Modeling with Limited Data, Few Shots, and Zero Shot"

19 / 19 papers shown

Title
AI-Generated Content (AIGC) for Various Data Modalities: A Survey Lin Geng Foo Hossein Rahmani J. Liu 52 30 0 27 Aug 2023
Target-Aware Generative Augmentations for Single-Shot Adaptation Kowshik Thopalli Rakshith Subramanyam P. Turaga Jayaraman J. Thiagarajan TTA 29 2 0 22 May 2023
Zero-shot Generative Model Adaptation via Image-specific Prompt Learning Jiayi Guo Chaofei Wang You Wu Eric Zhang Kai Wang Xingqian Xu S. Song Humphrey Shi Gao Huang DiffM VLM 54 21 0 06 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Few-shot Image Generation via Adaptation-Aware Kernel Modulation Yunqing Zhao Keshigeyan Chandrasegaran Milad Abdollahzadeh Ngai-man Cheung 63 42 0 29 Oct 2022
Visual Prompt Tuning for Generative Transfer Learning Kihyuk Sohn Yuan Hao José Lezama Luisa F. Polanía Huiwen Chang Han Zhang Irfan Essa Lu Jiang VPVLM VLM 51 80 0 03 Oct 2022
Improving GANs with A Dynamic Discriminator Ceyuan Yang Yujun Shen Yinghao Xu Deli Zhao Bo Dai Bolei Zhou TTA 50 23 0 20 Sep 2022
Generalized One-shot Domain Adaptation of Generative Adversarial Networks Zicheng Zhang Yinglu Liu Congying Han Tiande Guo Ting Yao Tao Mei GAN 85 20 0 08 Sep 2022
Revisiting Label Smoothing and Knowledge Distillation Compatibility: What was Missing? Keshigeyan Chandrasegaran Ngoc-Trung Tran Yunqing Zhao Ngai-man Cheung 75 41 0 29 Jun 2022
Few-Shot Diffusion Models Giorgio Giannone Didrik Nielsen Ole Winther DiffM 162 49 0 30 May 2022
Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data Liming Jiang Bo Dai Wayne Wu Chen Change Loy 73 85 0 12 Nov 2021
Mind the Gap: Domain Gap Control for Single Shot Domain Adaptation for Generative Adversarial Networks Peihao Zhu Rameen Abdal John C. Femiani Peter Wonka GAN 132 80 0 15 Oct 2021
GenCo: Generative Co-training for Generative Adversarial Networks with Limited Data Kaiwen Cui Jiaxing Huang Zhipeng Luo Gongjie Zhang Fangneng Zhan Shijian Lu 29 27 0 04 Oct 2021
Instance-Conditioned GAN Arantxa Casanova Marlene Careil Jakob Verbeek M. Drozdzal Adriana Romero Soriano GAN 184 132 0 10 Sep 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021
Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis Bingchen Liu Yizhe Zhu Kunpeng Song Ahmed Elgammal 147 227 0 12 Jan 2021
MatchingGAN: Matching-based Few-shot Image Generation Y. Hong Li Niu Jianfu Zhang Liqing Zhang VLM GAN 43 58 0 07 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 237 11,568 0 09 Mar 2017