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openai/
consistency-decoder

Name: consistency-decoder
Rating: 2.5 (196 reviews)

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Consistency Decoder

This is a decoder that can be used to improve decoding for Stable Diffusion VAEs. To know more, refer to the DALL-E 3 technical report.

To original code repository can be found here.

Usage in 🧨 diffusers

python

import torch
from diffusers import DiffusionPipeline, ConsistencyDecoderVAE

vae = ConsistencyDecoderVAE.from_pretrained("openai/consistency-decoder", torch_dtype=pipe.torch_dtype)
pipe = StableDiffusionPipeline.from_pretrained(
    "runwayml/stable-diffusion-v1-5", vae=vae, torch_dtype=torch.float16
).to("cuda")

pipe("horse", generator=torch.manual_seed(0)).images

Results

(Taken from the original code repository)

Examples

Original Image	GAN Decoder	Consistency Decoder
Original Image	GAN Image	VAE Image
Original Image	GAN Image	VAE Image
Original Image	GAN Image	VAE Image