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》
  • Glide

    NeurIPS 2022《GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models》
    CLIP Guidance vs Classifier-Free Guidance
  • 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》