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DiffDreamer: Consistent Single-view Perpetual View Generation with Conditional Diffusion Models

2022-11-22 10:06:29
Shengqu Cai, Eric Ryan Chan, Songyou Peng, Mohamad Shahbazi, Anton Obukhov, Luc Van Gool, Gordon Wetzstein

Abstract

Perpetual view generation -- the task of generating long-range novel views by flying into a given image -- has been a novel yet promising task. We introduce DiffDreamer, an unsupervised framework capable of synthesizing novel views depicting a long camera trajectory while training solely on internet-collected images of nature scenes. We demonstrate that image-conditioned diffusion models can effectively perform long-range scene extrapolation while preserving both local and global consistency significantly better than prior GAN-based methods. Project page: this https URL .

Abstract (translated)

URL

https://arxiv.org/abs/2211.12131

PDF

https://arxiv.org/pdf/2211.12131.pdf


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