stable-diffusion-v1-5

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Papers using or citing this model 5

  • Learning Transferable Visual Models From Natural Language Supervision 57.9K citations · 2021 · arXiv (Cornell University) · arXiv

    State-of-the-art computer vision systems are trained to predict a fixed set of predetermined object categories. This restricted form of supervision limits their generality and usability since additional labeled data is needed to specify...

  • High-Resolution Image Synthesis with Latent Diffusion Models 28.3K citations · 2021 · arXiv (Cornell University) · arXiv

    By decomposing the image formation process into a sequential application of denoising autoencoders, diffusion models (DMs) achieve state-of-the-art synthesis results on image data and beyond. Additionally, their formulation allows for a...

  • Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding 9.1K citations · 2022 · arXiv (Cornell University) · arXiv

    We present Imagen, a text-to-image diffusion model with an unprecedented degree of photorealism and a deep level of language understanding. Imagen builds on the power of large transformer language models in understanding text and hinges...

  • Classifier-Free Diffusion Guidance 7.5K citations · 2022 · arXiv (Cornell University) · arXiv

    Classifier guidance is a recently introduced method to trade off mode coverage and sample fidelity in conditional diffusion models post training, in the same spirit as low temperature sampling or truncation in other types of generative...

  • Quantifying the Carbon Emissions of Machine Learning 1K citations · 2019 · arXiv (Cornell University) · arXiv

    From an environmental standpoint, there are a few crucial aspects of training a neural network that have a major impact on the quantity of carbon that it emits. These factors include: the location of the server used for training and the...