Image Stitching and Rectification for Hand-Held Cameras
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Abstract (arXiv)
In this paper, we derive a new differential homography that can account for the scanline-varying camera poses in Rolling Shutter (RS) cameras, and demonstrate its application to carry out RS-aware image stitching and rectification at one stroke. Despite the high complexity of RS geometry, we focus in this paper on a special yet common input -- two consecutive frames from a video stream, wherein the inter-frame motion is restricted from being arbitrarily large. This allows us to adopt simpler differential motion model, leading to a straightforward and practical minimal solver. To deal with non-planar scene and camera parallax in stitching, we further propose an RS-aware spatially-varying homography field in the principle of As-Projective-As-Possible (APAP). We show superior performance over state-of-the-art methods both in RS image stitching and rectification, especially for images captured by hand-held shaking cameras.
Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). First posted on arXiv 20 Aug 2020.
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Citing papers per year: 2022: 4; 2023: 1; 2024: 1; 2025: 2.
8 papers.
- 2022Context-Aware Video Reconstruction for Rolling Shutter Camerascited by 15
- 2024Motion and Structure from Event-based Normal Flowcited by 12
- 2023Towards Nonlinear-Motion-Aware and Occlusion-Robust Rolling Shutter Correctioncited by 8
- 2022Neural Global Shutter: Learn to Restore Video from a Rolling Shutter Camera with Global Reset Featurecited by 6
- 2022Rolling Shutter Inversion: Bring Rolling Shutter Images to High Framerate Global Shutter Videocited by 6
- 2022Combining Internal and External Constraints for Unrolling Shutter in Videoscited by 4
- 2025Single-Scanline Relative Pose Estimation for Rolling Shutter Camerascited by 3
- 2025Minimal Solvers for Full DoF Motion Estimation from Asynchronous Trackscited by 2
- 2025Minimal Solvers for Full DoF Motion Estimation from Asynchronous Tracks24 Aug 2025
- 2025Single-Scanline Relative Pose Estimation for Rolling Shutter Cameras27 Jun 2025
- 2024Motion and Structure from Event-based Normal Flow17 Jul 2024
- 2023Towards Nonlinear-Motion-Aware and Occlusion-Robust Rolling Shutter Correction31 Mar 2023
- 2022Rolling Shutter Inversion: Bring Rolling Shutter Images to High Framerate Global Shutter Video6 Oct 2022
- 2022Combining Internal and External Constraints for Unrolling Shutter in Videos24 Jul 2022
- 2022Context-Aware Video Reconstruction for Rolling Shutter Cameras25 May 2022
- 2022Neural Global Shutter: Learn to Restore Video from a Rolling Shutter Camera with Global Reset Feature3 Apr 2022