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- W4292102891 abstract "We propose high dynamic range (HDR) radiance fields, HDR-Plenoxels, that learn a plenoptic function of 3D HDR radiance fields, geometry information, and varying camera settings inherent in 2D low dynamic range (LDR) images. Our voxel-based volume rendering pipeline reconstructs HDR radiance fields with only multi-view LDR images taken from varying camera settings in an end-to-end manner and has a fast convergence speed. To deal with various cameras in real-world scenarios, we introduce a tone mapping module that models the digital in-camera imaging pipeline (ISP) and disentangles radiometric settings. Our tone mapping module allows us to render by controlling the radiometric settings of each novel view. Finally, we build a multi-view dataset with varying camera conditions, which fits our problem setting. Our experiments show that HDR-Plenoxels can express detail and high-quality HDR novel views from only LDR images with various cameras." @default.
- W4292102891 created "2022-08-17" @default.
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- W4292102891 date "2022-08-14" @default.
- W4292102891 modified "2023-09-27" @default.
- W4292102891 title "HDR-Plenoxels: Self-Calibrating High Dynamic Range Radiance Fields" @default.
- W4292102891 doi "https://doi.org/10.48550/arxiv.2208.06787" @default.
- W4292102891 hasPublicationYear "2022" @default.
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