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Image Generation

  • VAE

    ICLR 2014《Auto-Encoding Variational Bayes》
  • GAN

    NeurIPS 2014《Generative Adversarial Networks》
  • NCSN

    NeurIPS 2019《Generative Modeling by Estimating Gradients of the Data Distribution》
  • DDPM

    NeurIPS 2020《Denoising Diffusion Probabilistic Models》
  • DDIM

    ICLR 2021《Denoising Diffusion Implicit Models》
  • Stable Diffusion (LDM)

    CVPR 2022《High-Resolution Image Synthesis with Latent Diffusion Models》
  • Imagen

    NeurIPS 2022《Photorealistic Text-to-Image Diffusion Models
    with Deep Language Understanding》
  • Flow Matching

    2023《Flow Matching for Generative Modeling》
  • SD3

    2024 《Stable Diffusion 3: Scaling Rectified Flow Transformers for High-Resolution Image Synthesis》
  • SDXL

    ICLR 2024《SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis》