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- W4316843634 abstract "We present an end-to-end deep learning framework for indoor panoramic image inpainting. Although previous inpainting methods have shown impressive performance on natural perspective images, most fail to handle panoramic images, particularly indoor scenes, which usually contain complex structure and texture content. To achieve better inpainting quality, we propose to exploit both the global and local context of indoor panorama during the inpainting process. Specifically, we take the low-level layout edges estimated from the input panorama as a prior to guide the inpainting model for recovering the global indoor structure. A plane-aware normalization module is employed to embed plane-wise style features derived from the layout into the generator, encouraging local texture restoration from adjacent room structures (i.e., ceiling, floor, and walls). Experimental results show that our work outperforms the current state-of-the-art methods on a public panoramic dataset in both qualitative and quantitative evaluations. Our code is available at https://ericsujw.github.io/LGPN-net/" @default.
- W4316843634 created "2023-01-17" @default.
- W4316843634 creator A5041718093 @default.
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- W4316843634 date "2023-01-13" @default.
- W4316843634 modified "2023-10-18" @default.
- W4316843634 title "Layout-guided Indoor Panorama Inpainting with Plane-aware Normalization" @default.
- W4316843634 doi "https://doi.org/10.48550/arxiv.2301.05624" @default.
- W4316843634 hasPublicationYear "2023" @default.
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