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Title | Cees Snoek - research on video and image |
Description | research on video and image |
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Cees Snoek research on video and image ai News Publications Biography CV Outreach Contact CVPR 2023: Self-Guided Diffusion Models 17. April 2023 · Write a comment · Categories: Science The CVPR 2023 paper Self-Guided Diffusion Models by Vincent Tao Hu, David W Zhang, Yuki M Asano, Gertjan J Burghouts, and Cees Snoek is now available . Diffusion models have demonstrated remarkable progress in image generation quality, especially when guidance is used to control the generative process. However, guidance requires a large amount of image-annotation pairs for training and is thus dependent on their availability, correctness and unbiasedness. In this paper, we eliminate the need for such annotation by instead leveraging the flexibility of self-supervision signals to design a framework for self-guided diffusion models. By leveraging a feature extraction function and a self-annotation function, our method provides guidance signals at various image granularities: from the level of holistic |
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