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awesome-few-shot-generation

github.com/kobeshegu/awesome-few-shot-generation ↗

[IJCV-2025] A curated list of awesome few-shot image generation papers

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Curated Resources

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Data-efficient generative modelsFew-shot generative adaptationFew-shot image generationOne-shot image synthesisOther related awesome surveys

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What's inside

Data-efficient generative models

AAAI 2021Regularization-based approaches
AAAI 2022Architecture-variants
CVPR 2021Regularization-based approaches
CVPR 2022Regularization-based approaches
CVPR 2022Off-the-shelf Models
CVPR 2023Off-the-shelf Models

One-shot image synthesis

AAAI 2022GAN-based
ArXiv 2021GAN-based
ArXiv 2022Diffusion-based
ArXiv 2023GAN-based
CVPR 2021GAN-based
CVPR 2022Non-parametric-based

Few-shot image generation

ACM MM 2020Fusion-based
ACM MM 2022Transformation-based
AISTATS 2018Fusion-based
Applied Intelligence 2023Fusion-based
ArXiv 2017Transformation-based
ArXiv 2019Optimization-based

Few-shot generative adaptation

ACM MM 2022Model Regularization
ArXiv 2020Fine-tuning
ArXiv 2022Model Regularization
ArXiv 2022Extra-branches
ArXiv 2023Model Regularization
ArXiv 2023Extra-branches

Other related awesome surveys

Showing a sample of 94 resources. View the full list on GitHub →