Motion Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

24 shown of 24 papers with code (101 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.

• InTec: integrated things-edge computing: a framework for distributing machine learning pipelines in edge AI systems
  17 Feb 2025 1 repository listed
  In response to these challenges, this study introduces the InTec (Integrated Things Edge Computing) framework, a groundbreaking innovation in IoT architecture.
• A Physics-Informed Deep Learning Model for MRI Brain Motion Correction
  13 Feb 2025 1 repository listed
  On MR-ART, PI-MoCoNet achieved PSNR gains of ~10 dB and SSIM improvements of up to 0.
• STMDNet: A Lightweight Directional Framework for Motion Pattern Recognition of Tiny Targets
  22 Jan 2025 1 repository listed
  Recognizing motions of tiny targets - only few dozen pixels - in cluttered backgrounds remains a fundamental challenge when standard feature-based or deep learning methods fail under scarce visual cues.
• Do Current Video LLMs Have Strong OCR Abilities? A Preliminary Study
  29 Dec 2024 1 repository listed
  With the rise of multimodal large language models, accurately extracting and understanding textual information from video content, referred to as video based optical character recognition (Video OCR), has become a…
• Highly efficient non-rigid registration in k-space with application to cardiac Magnetic Resonance Imaging
  24 Oct 2024 1 repository listed
  The accelerated scans in such applications result in imaging artifacts that compromise the motion estimation.
• Real-Time Motion Detection Using Dynamic Mode Decomposition
  8 May 2024 1 repository listed
  Dynamic Mode Decomposition (DMD) is a numerical method that seeks to fit timeseries data to a linear dynamical system.
• Event-Based Motion Magnification
  19 Feb 2024 1 repository listed
  In this work, we propose a dual-camera system consisting of an event camera and a conventional RGB camera for video motion magnification, providing temporally-dense information from the event stream and spatially-dense…
• Detection Defenses: An Empty Promise against Adversarial Patch Attacks on Optical Flow
  26 Oct 2023 1 repository listed
  In this paper, we thoroughly examine the currently available detect-and-remove defenses ILP and LGS for a wide selection of state-of-the-art optical flow methods, and illuminate their side effects on the quality and…
• EGVD: Event-Guided Video Deraining
  29 Sep 2023 1 repository listed
  In this paper, we approach video deraining by employing an event camera.
• Learning heterogeneous delays in a layer of spiking neurons for fast motion detection
  26 Jul 2023 1 repository listed
  In this study, we present a model designed to efficiently detect temporal spiking motifs using a layer of spiking neurons equipped with heterogeneous synaptic delays.
• Unsupervised Kinematic Motion Detection for Part-segmented 3D Shape Collections
  17 Jun 2022 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  We operationalize this concept with an algorithm that optimizes a shape's part motion parameters such that it can transform into other shapes in the collection.
• Optical Flow Based Motion Detection for Autonomous Driving
  3 Mar 2022 1 repository listed
  Motion detection is a fundamental but challenging task for autonomous driving.
• Motion Detection using CSI from Raspberry Pi 4
  17 Nov 2021 1 repository listed
  This system exploits the correlation between CSI frames, on which we perform variance analysis using our algorithm to accurately measure the full period of a resident's movement.
• UAV Images Dataset for Moving Object Detection from Moving Cameras
  21 Mar 2021 1 repository listed
  The problem of recognizing moving objects from aerial images is one of the important issues in computer vision.
• A Robust Road Vanishing Point Detection Adapted to the Real-World Driving Scenes
  18 Mar 2021 1 repository listed
  The experimental results show that the proposed method outperforms the existing motion-based and edge-based road VP detection methods for various illumination conditioned driving scenes.
• Anomalous Motion Detection on Highway Using Deep Learning
  15 Jun 2020 1 repository listed
  The advent of self-driving cars provides an opportunity to apply visual anomaly detection in a more dynamic application yet no dataset exists in this type of environment.
• Development of a skateboarding trick classifier using accelerometry and machine learning
  6 May 2020 1 repository listed
  Introduction: Skateboarding is one of the most popular cultures in Brazil, with more than 8.
• Multimodal and multiview distillation for real-time player detection on a football field
  16 Apr 2020 1 repository listed
  As an alternative, we developed a system that detects players from a unique cheap and wide-angle fisheye camera assisted by a single narrow-angle thermal camera.
• Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural Networks
  14 Mar 2020 1 repository listed Syntology ran 0 of 11 samples · 11 unverified
  Spiking Neural Networks (SNNs) serve as ideal paradigms to handle event camera outputs, but deep SNNs suffer in terms of performance due to the spike vanishing phenomenon.
• Unsupervised Online Video Object Segmentation with Motion Property Understanding
  9 Oct 2018 1 repository listed
  Moreover, our method achieves better performance than the best unsupervised offline algorithm on the DAVIS-2016 benchmark dataset.
• Comparative study of motion detection methods for video surveillance systems
  16 Apr 2018 1 repository listed
  The objective of this study is to compare several change detection methods for a mono static camera and identify the best method for different complex environments and backgrounds in indoor and outdoor scenes.
• Real-Time Automatic Fetal Brain Extraction in Fetal MRI by Deep Learning
  25 Oct 2017 1 repository listed
  We aimed to develop a fully automatic segmentation method that independently segments sections of the fetal brain in 2D fetal MRI slices in real-time.
• Multi-Class Model Fitting by Energy Minimization and Mode-Seeking
  2 Jun 2017 1 repository listed
  The move replaces a set of labels with the corresponding density mode in the model parameter domain, thus achieving fast and robust optimization.
• An Analysis of Parallelized Motion Masking Using Dual-Mode Single Gaussian Models
  16 Feb 2017 1 repository listed
  Successful systems have used Gaussian Models to discern background from foreground in an image (motion from static imagery).

Syntology lines on 2 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.