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Paper · arXiv

High Dynamic Range Video Reconstruction from Single-Exposure Raw Sequences

Due to the limited dynamic range of conventional image sensors, captured low dynamic range (LDR) video often suffers from highlight clipping and shadow detail loss, making high-quality high dynamic range (HDR) reconstruction from single-exposure sequences highly challenging without alternating exposures or extra hardware. Alternating-exposure HDR methods sacrifice frame rate and struggle with motion alignment, making them impractical for real-world capture. To address this, we propose RawHDRV, an end-to-end framework for single-exposure Raw video HDR reconstruction, that fundamentally exploits the linear response and channel-specific characteristics of Bayer data. Specifically, it feature...

AuthorsTao Zhang, Peixian Su, Xingyu Gao et al.
Primary categorycs.CV
Published23 September 2026
Last updated at source23 September 2026
cs.CV
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