Motion Compensation

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 72 papers with code (207 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.

• Tracking without bells and whistles
  13 Mar 2019 13 repositories listed Syntology ran 3 of 14 samples · 11 unverified · 2 pointer-only (licence)
  Therefore, we motivate our approach as a new tracking paradigm and point out promising future research directions.
• Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation
  23 Nov 2018 13 repositories listed Syntology ran 2 of 25 samples · 23 unverified
  Additionally, we propose a first set of metrics to quantitatively evaluate the accuracy as well as the perceptual quality of the temporal evolution.
• FastDVDnet: Towards Real-Time Deep Video Denoising Without Flow Estimation
  1 Jul 2019 5 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  In this paper, we propose a state-of-the-art video denoising algorithm based on a convolutional neural network architecture.
• SME-Net: Sparse Motion Estimation for Parametric Video Prediction Through Reinforcement Learning
  1 Oct 2019 4 repositories listed
  Inspired by the success of sparse motion-based prediction for video compression, we propose a parametric video prediction on a sparse motion field composed of few critical pixels and their motion vectors.
• AceVFI: A Comprehensive Survey of Advances in Video Frame Interpolation
  1 Jun 2025 2 repositories listed
  Video Frame Interpolation (VFI) is a fundamental Low-Level Vision (LLV) task that synthesizes intermediate frames between existing ones while maintaining spatial and temporal coherence.
• Aligning Bird-Eye View Representation of Point Cloud Sequences using Scene Flow
  4 May 2023 2 repositories listed
  Such concatenation is possible thanks to the removal of ego vehicle motion using its odometry.
• Recurrent Video Deblurring with Blur-Invariant Motion Estimation and Pixel Volumes
  23 Aug 2021 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  To alleviate this problem, we propose two novel approaches to deblur videos by effectively aggregating information from multiple video frames.
• Moving Objects Detection with a Moving Camera: A Comprehensive Review
  15 Jan 2020 2 repositories listed
  During about 30 years, a lot of research teams have worked on the big challenge of detection of moving objects in various challenging environments.
• Deep Video Super-Resolution using HR Optical Flow Estimation
  6 Jan 2020 2 repositories listed
  The key challenge for video SR lies in the effective exploitation of temporal dependency between consecutive frames.
• Deep Predictive Motion Tracking in Magnetic Resonance Imaging: Application to Fetal Imaging
  25 Sep 2019 2 repositories listed
  Nevertheless, visual monitoring of fetal motion based on displayed slices, and navigation at the level of stacks-of-slices is inefficient.
• Learning for Video Super-Resolution through HR Optical Flow Estimation
  23 Sep 2018 2 repositories listed
  Extensive experiments demonstrate that HR optical flows provide more accurate correspondences than their LR counterparts and improve both accuracy and consistency performance.
• PD-SORT: Occlusion-Robust Multi-Object Tracking Using Pseudo-Depth Cues
  20 Jan 2025 1 repository listed
  Multi-object tracking (MOT) is a rising topic in video processing technologies and has important application value in consumer electronics.
• Unsupervised Training of a Dynamic Context-Aware Deep Denoising Framework for Low-Dose Fluoroscopic Imaging
  29 Oct 2024 1 repository listed
  Noise reduction is crucial for maintaining image quality, especially given such challenges as motion artifacts and the limited availability of clean data in medical imaging.
• Infrared Small Target Detection in Satellite Videos: A New Dataset and A Novel Recurrent Feature Refinement Framework
  19 Sep 2024 1 repository listed Syntology ran 4 of 8 samples · 4 unverified · 8 pointer-only (licence)
  To address the aforementioned challenges, in this paper, we first build a large-scale dataset for MIRST detection in satellite videos (namely IRSatVideo-LEO), and then develop a recurrent feature refinement (RFR)…
• One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation
  4 Sep 2024 1 repository listed
  Using publicly available detections, IMM-JHSE outperforms almost all other 2D MOT methods and is outperformed only by 3D MOT methods -- some of which are offline -- on the KITTI-car dataset.
• IM-MoCo: Self-supervised MRI Motion Correction using Motion-Guided Implicit Neural Representations
  3 Jul 2024 1 repository listed
  Motion artifacts in Magnetic Resonance Imaging (MRI) arise due to relatively long acquisition times and can compromise the clinical utility of acquired images.
• I²VC: A Unified Framework for Intra- & Inter-frame Video Compression
  23 May 2024 1 repository listed
  Previous neural video compression methods necessitate distinct codecs for three types of frames (I-frame, P-frame and B-frame), which hinders a unified approach and generalization across different video contexts.
• Motor Focus: Fast Ego-Motion Prediction for Assistive Visual Navigation
  25 Apr 2024 1 repository listed
  Assistive visual navigation systems for visually impaired individuals have become increasingly popular thanks to the rise of mobile computing.
• BoostTrack: boosting the similarity measure and detection confidence for improved multiple object tracking
  12 Apr 2024 1 repository listed
  To utilize low-detection score bounding boxes in one-stage association, we propose to boost the confidence scores of two groups of detections: the detections we assume to correspond to the existing tracked object, and…
• A gradient-based approach to fast and accurate head motion compensation in cone-beam CT
  17 Jan 2024 1 repository listed
  The analytic Jacobian for the backprojection operation, which is at the core of the proposed method, is made publicly available.
• IVIM-Morph: Motion-compensated quantitative Intra-voxel Incoherent Motion (IVIM) analysis for functional fetal lung maturity assessment from diffusion-weighted MRI data
  13 Jan 2024 1 repository listed
  IVIM-morph combines two sub-networks, a registration sub-network, and an IVIM model fitting sub-network, enabling simultaneous estimation of IVIM model parameters and motion.
• 3D Feature Tracking via Event Camera
  1 Jan 2024 1 repository listed
  To achieve this our method leverages a joint framework to predict the 2D feature motion offsets and the 3D feature spatial position simultaneously.
• UCMCTrack: Multi-Object Tracking with Uniform Camera Motion Compensation
  14 Dec 2023 1 repository listed
  In response to this, we introduce UCMCTrack, a novel motion model-based tracker robust to camera movements.
• Geometry-Corrected Geodesic Motion Modeling with Per-Frame Camera Motion for 360-Degree Video Compression
  14 Dec 2023 1 repository listed
  The large amounts of data associated with 360-degree video require highly effective compression techniques for efficient storage and distribution.
• IBVC: Interpolation-driven B-frame Video Compression
  25 Sep 2023 1 repository listed
  Learned B-frame video compression aims to adopt bi-directional motion estimation and motion compensation (MEMC) coding for middle frame reconstruction.
• High Dynamic Range Imaging of Dynamic Scenes with Saturation Compensation but without Explicit Motion Compensation
  22 Aug 2023 1 repository listed
  For HDR imaging, some methods capture multiple low dynamic range (LDR) images with altering exposures to aggregate more information.
• LAN-HDR: Luminance-based Alignment Network for High Dynamic Range Video Reconstruction
  22 Aug 2023 1 repository listed Syntology ran 12 of 18 samples · 6 unverified · 18 pointer-only (licence)
  In this paper, we propose an end-to-end HDR video composition framework, which aligns LDR frames in the feature space and then merges aligned features into an HDR frame, without relying on pixel-domain optical flow.
• Pedestrian Environment Model for Automated Driving
  17 Aug 2023 1 repository listed
  We only use images from a monocular camera and the vehicle's localization data as input to our pedestrian environment model.
• Multi-Scale Deformable Alignment and Content-Adaptive Inference for Flexible-Rate Bi-Directional Video Compression
  28 Jun 2023 1 repository listed
  The lack of ability to adapt the motion compensation model to video content is an important limitation of current end-to-end learned video compression models.
• Ultrafast Cardiac Imaging Using Deep Learning For Speckle-Tracking Echocardiography
  25 Jun 2023 1 repository listed
  The obtained results showed that, while using only three DWs as input, the CNN-based approach yielded an image quality and a motion accuracy equivalent to those obtained by compounding 31 DWs free of motion artifacts.

Syntology lines on 6 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.