Video Stabilization

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Most implemented papers archive 2025-07-28

28 shown of 28 papers with code (62 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Depth-Aware Multi-Grid Deep Homography Estimation with Contextual Correlation
  6 Jul 2021 4 repositories listed
  Homography estimation is an important task in computer vision applications, such as image stitching, video stabilization, and camera calibration.
• Making a long story short: A Multi-Importance fast-forwarding egocentric videos with the emphasis on relevant objects
  9 Nov 2017 3 repositories listed
  The emergence of low-cost high-quality personal wearable cameras combined with the increasing storage capacity of video-sharing websites have evoked a growing interest in first-person videos, since most videos are…
• Hybrid Neural Fusion for Full-frame Video Stabilization
  11 Feb 2021 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  Existing video stabilization methods often generate visible distortion or require aggressive cropping of frame boundaries, resulting in smaller field of views.
• DUT: Learning Video Stabilization by Simply Watching Unstable Videos
  30 Nov 2020 2 repositories listed
  In this paper, we attempt to tackle the video stabilization problem in a deep unsupervised learning manner, which borrows the divide-and-conquer idea from traditional stabilizers while leveraging the representation…
• Deep Iterative Frame Interpolation for Full-frame Video Stabilization
  5 Sep 2019 2 repositories listed
  We present a novel deep approach to video stabilization which can generate video frames without cropping and low distortion.
• StabStitch++: Unsupervised Online Video Stitching with Spatiotemporal Bidirectional Warps
  8 May 2025 1 repository listed
  To address this issue, we propose StabStitch++, a novel video stitching framework to realize spatial stitching and temporal stabilization with unsupervised learning simultaneously.
• ReynoldsFlow: Exquisite Flow Estimation via Reynolds Transport Theorem
  6 Mar 2025 1 repository listed
  In addition to conventional HSV-based visualization of Reynolds flow, we also introduce an RGB-encoded representation of Reynolds flow designed to improve flow visualization and feature enhancement for neural networks.
• Deblur4DGS: 4D Gaussian Splatting from Blurry Monocular Video
  9 Dec 2024 1 repository listed Syntology ran 0 of 8 samples · 8 unverified · 8 pointer-only (licence)
  Recent 4D reconstruction methods have yielded impressive results but rely on sharp videos as supervision.
• Advanced computer vision for extracting georeferenced vehicle trajectories from drone imagery
  4 Nov 2024 1 repository listed
  This paper presents a framework for extracting georeferenced vehicle trajectories from high-altitude drone footage, addressing key challenges in urban traffic monitoring and limitations of traditional ground-based…
• 3D Multi-frame Fusion for Video Stabilization
  19 Apr 2024 1 repository listed
  In this paper, we present RStab, a novel framework for video stabilization that integrates 3D multi-frame fusion through volume rendering.
• Eliminating Warping Shakes for Unsupervised Online Video Stitching
  11 Mar 2024 1 repository listed Syntology ran 3 of 4 samples · 1 unverified
  In this paper, we retarget video stitching to an emerging issue, named warping shake, when extending image stitching to video stitching.
• Harnessing Meta-Learning for Improving Full-Frame Video Stabilization
  6 Mar 2024 1 repository listed Syntology ran 3 of 10 samples · 7 unverified · 10 pointer-only (licence)
  Video stabilization is a longstanding computer vision problem, particularly pixel-level synthesis solutions for video stabilization which synthesize full frames add to the complexity of this task.
• StableVQA: A Deep No-Reference Quality Assessment Model for Video Stability
  9 Aug 2023 1 repository listed
  Indeed, most existing quality assessment models evaluate video quality as a whole without specifically taking the subjective experience of video stability into consideration.
• Fast Full-frame Video Stabilization with Iterative Optimization
  24 Jul 2023 1 repository listed
  Video stabilization refers to the problem of transforming a shaky video into a visually pleasing one.
• Interactive Control over Temporal Consistency while Stylizing Video Streams
  2 Jan 2023 1 repository listed
  For stylization tasks, however, consistency control is an essential requirement as a certain amount of flickering adds to the artistic look and feel.
• Minimum Latency Deep Online Video Stabilization
  5 Dec 2022 1 repository listed
  In this work, we adopt recent off-the-shelf high-quality deep motion models for motion estimation to recover the camera trajectory and focus on the latter two steps.
• GlobalFlowNet: Video Stabilization using Deep Distilled Global Motion Estimates
  25 Oct 2022 1 repository listed
  However, in this work, we introduce a more general representation scheme, which adapts any existing optical flow network to ignore the moving objects and obtain a spatially smooth approximation of the global motion…
• Leveraging Synthetic Data to Learn Video Stabilization Under Adverse Conditions
  26 Aug 2022 1 repository listed
  In this paper, we propose a synthetic-aware adverse weather robust algorithm for video stabilization that does not require real data and can be trained only on synthetic data.
• CitySim: A Drone-Based Vehicle Trajectory Dataset for Safety Oriented Research and Digital Twins
  23 Aug 2022 1 repository listed
  The development of safety-oriented research and applications requires fine-grain vehicle trajectories that not only have high accuracy, but also capture substantial safety-critical events.
• GPU-accelerated SIFT-aided source identification of stabilized videos
  29 Jul 2022 1 repository listed
  Video stabilization is an in-camera processing commonly applied by modern acquisition devices.
• Out-of-boundary View Synthesis Towards Full-Frame Video Stabilization
  20 Aug 2021 1 repository listed
  However, since the view outside the boundary is not available during warping, the resulting holes around the boundary of the stabilized frame must be discarded (i.
• Continuous-Time Spatiotemporal Calibration of a Rolling Shutter Camera---IMU System
  16 Aug 2021 1 repository listed
  To this end, we develop a calibration method for a RS-camera-IMU system with continuous-time B-splines by using a calibration target.
• Good Practices and A Strong Baseline for Traffic Anomaly Detection
  9 May 2021 1 repository listed
  In this paper, we propose a straightforward and efficient framework that includes pre-processing, a dynamic track module, and post-processing.
• A Method for Detection of Small Moving Objects in UAV Videos
  11 Feb 2021 1 repository listed
  To circumvent this problem, we propose training a CNN using synthetic videos generated by adding small blob-like objects to video sequences with real-world backgrounds.
• Deep Online Fused Video Stabilization
  2 Feb 2021 1 repository listed
  We present a deep neural network (DNN) that uses both sensor data (gyroscope) and image content (optical flow) to stabilize videos through unsupervised learning.
• Deep Motion Blind Video Stabilization
  19 Nov 2020 1 repository listed
  Despite the advances in the field of generative models in computer vision, video stabilization still lacks a pure regressive deep-learning-based formulation.
• Real-Time Selfie Video Stabilization
  4 Sep 2020 1 repository listed
  Our method is fully automatic and produces visually and quantitatively better results than previous real-time general video stabilization methods.
• Robust Gyroscope-Aided Camera Self-Calibration
  31 May 2018 1 repository listed
  This application paper proposes a model for estimating the parameters on the fly by fusing gyroscope and camera data, both readily available in modern day smartphones.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.