luosiallen/latent-consistency-model

Synthesizing High-Resolution Images with Few-Step Inference

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Run time and cost

This model runs on Nvidia A40 (Large) GPU hardware. Predictions typically complete within 25 seconds. The predict time for this model varies significantly based on the inputs.

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Latent Consistency Models

By distilling classifier-free guidance into the model’s input, LCM can generate high-quality images in very short inference time. We compare the inference time at the setting of 768 x 768 resolution, CFG scale w=8, batchsize=4, using a A800 GPU.

BibTeX

@misc{luo2023latent,
      title={Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference}, 
      author={Simian Luo and Yiqin Tan and Longbo Huang and Jian Li and Hang Zhao},
      year={2023},
      eprint={2310.04378},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}