mlsanityData to 14 Oct 2026

Double-stream registration with pyramid fusion for HDR video with alternating exposures

arXiv 2609.31108 ↗First posted 25 Sep 2026cs.CVcited by 0

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Abstract (arXiv)

High dynamic range (HDR) video reconstruction from al-ter-na-ting-exposure sequences remains challenging, especially in regions with extreme luminance variation. We propose a novel HDR reconstruction framework based on dual-stream registration and accurate pyramid fusion. Given three consecutive frames, our method computes optical flow directly with the central frame, while introducing a complementary midpoint displacement strategy to handle cases with severe overexposition. A pyramid fusion stage then merges the resulting radiance and LDR images into a final HDR output. Experimental results demonstrate that our approach consistently outperforms state-of-the-art methods.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 12 of its 26 references that are in the map. First posted on arXiv 25 Sep 2026.

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12 of 26 references.

References · 12

  1. 2017PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volumecited by 968
  2. 2017Video Enhancement with Task-Oriented Flowcited by 619
  3. 2020Softmax Splatting for Video Frame Interpolationcited by 279
  4. 2017Deep High Dynamic Range Imaging with Large Foreground Motionscited by 99
  5. 2022Ghost-free High Dynamic Range Imaging with Context-aware Transformercited by 65
  6. 2017Residual Conv-Deconv Grid Network for Semantic Segmentationcited by 58
  7. 2021HDR Video Reconstruction: A Coarse-to-fine Network and A Real-world Benchmark Datasetcited by 45
  8. 2024HDRFlow: Real-Time HDR Video Reconstruction with Large Motionscited by 31
  9. 2023LAN-HDR: Luminance-based Alignment Network for High Dynamic Range Video Reconstructioncited by 18
  10. 2016A Maximum A Posteriori Estimation Framework for Robust High Dynamic Range Video Synthesiscited by 9
  11. 2024Exposure Completing for Temporally Consistent Neural High Dynamic Range Video Renderingcited by 9
  12. 2026F2HDR: Two-Stage HDR Video Reconstruction via Flow Adapter and Physical Motion Modelingcited by 2

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