awesome-few-shot-generation

A curated list of awesome few-shot image generation papers
https://github.com/kobeshegu/awesome-few-shot-generation

Last synced: about 3 hours ago
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Few-shot image generation
One-shot image synthesis
Other related awesome surveys
- Non-parametric-based
  - Code
  - Code
  - TPAMI 2022 - gan-inversion)
  - ArXiv 2022 - 3D-aware-synthesis)
  - ArXiv 2022 - Models-Papers-Survey-Taxonomy)
  - ArXiv 2022 - Survey-on-Generative-Diffusion-Model)
  - ArXiv 2022 - Survey-on-Generative-Diffusion-Model)
Data-efficient generative models
- Augmentation-based approaches
  - NeurIPS 2020 - han-lab/data-efficient-gans)
  - NeurIPS 2020 - ada)
  - NeurIPS 2021
  - ICLR 2021 - jeong/ContraD)
  - TIP 2021 - gans)
  - NeurIPS 2022
  - ECCV 2022 - Feature-Interpolation-for-Low-Shot-Image-Generation)
  - NeurIPS 2020 - han-lab/data-efficient-gans)
- Regularization-based approaches
  - CVPR 2021 - gan)
  - ICLR 2020
  - AAAI 2021
  - Information Sciences 2023
  - CVPR 2022 - ai/FSMR)
  - NeurIPS 2021
  - NeurIPS 2022
  - ECCV 2022
  - ECCV 2022
  - CVPR 2023 - ML/AdaptiveMix)
  - Information Sciences 2023
- Architecture-variants
  - ICLR 2021 - pytorch)
  - ICLR 2022 - Jack/MoCA_release)
  - NeurIPS 2022
  - KBS 2023
  - AAAI 2022
  - NeurIPS 2021 - Group/Ultra-Data-Efficient-GAN-Training)
  - NeurIPS 2022
  - CVPR 2023 - Lab/Re-GAN)
  - KBS 2023
- Off-the-shelf Models
  - NeurIPS 2021 - gan)
  - CVPR 2022 - aided-gan)
  - CVPR 2023
  - WACV 2022
  - SIGGRAPH 2022 - xl)
Few-shot generative adaptation
- Fine-tuning
  - ECCV 2018 - GANs)
  - ICCV 2019 - atsu/small-dataset-image-generation)
  - ICML 2020
  - NeurIPS 2020
  - CVPR WorkShop 2020
  - ArXiv 2020 - 271/few-shot-gan)
  - NeurIPS WorkShop 2020
- Extra-branches
- Model Regularization
  - CVPR 2021 - shot-gan-adaptation)
  - CVPR 2022
  - CVPR 2022 - me.github.io/A-Closer-Look-at-FSIG)
  - NeurIPS 2022
  - NeurIPS 2022 - One-shot-GAN-adaptation)
  - NeurIPS Workshop 2022 - han-lab/data-efficient-gans)
  - ArXiv 2023
  - ArXiv 2023
  - ArXiv 2022
  - ACM MM 2022
- Kernel modulation
  - NeurIPS 2022 - me.github.io/AdAM/)
  - CVPR 2023 - me.github.io/RICK)

Categories

Few-shot image generation 134 One-shot image synthesis 44 Data-efficient generative models 33 Few-shot generative adaptation 23 Other related awesome surveys 7

Sub Categories

Optimization-based 67 Fusion-based 57 GAN-based 38 Regularization-based approaches 11 Model Regularization 10 Non-parametric-based 10 Architecture-variants 9 Augmentation-based approaches 8 Fine-tuning 7 Transformation-based 5 Off-the-shelf Models 5 Inversion-based 4 Diffusion-based 4 Extra-branches 4 Kernel modulation 2

Keywords

text-to-image 1 text-to-face 1 survey 1 multimodal-deep-learning 1 multimodal 1 image-synthesis 1 image-manipulation 1 image-generation 1 generative-adversarial-network 1 awseome-list 1