GAN, VAE, Diffusion, CLIP, DALL·E, Stable AI, Midjourney, Pika, …
Products
产品名 | 公司名 | 简介 |
---|---|---|
CLIP | OpenAI 2021 | Connect text with image. |
DALL·E | OpenAI 2021 | txt2img. VAE+Transformer+CLIP |
DALL·E2 | OpenAI 2022 | txt2img, outpainting, inpainting, variations. Map txt latent to image latent. GLIDE (classifier-free) |
DALL·E3 | OpenAI 2023 | img to txt for better training |
Stable Diffusion | Stability AI 2022 | CLIP + Latent Diffusion |
Midjourney | Midjourney 2022 | Not Public, guess close to Stable Diffusion |
Pika | Pika 2023 | text to video, diffusion based, fast based on distillation |
Imagen | Google 2022 | text to image, Diffusion + UNet + SuperResolution + T5 + Time Embedding, no CLIP |
Reference
- DALL·E, VAE, dVAE, VQVAE
- DALL·E 2, Diffusion, GLIDE
- DALL·E 3
- Stable Diffusion
- Latent & Conditional Diffusion
- Pika
- On Distillation of Guided Diffusion Models
- https://arxiv.org/pdf/2210.03142.pdf
- Used in Google ImageGen
- https://cs.stanford.edu/~chenlin/
- On Distillation of Guided Diffusion Models
- Imagen