Moving Object Detection

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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

14 shown of 14 papers with code (70 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.

• RGB-Event Fusion for Moving Object Detection in Autonomous Driving
  17 Sep 2022 2 repositories listed
  Moving Object Detection (MOD) is a critical vision task for successfully achieving safe autonomous driving.
• MTevent: A Multi-Task Event Camera Dataset for 6D Pose Estimation and Moving Object Detection
  16 May 2025 1 repository listed
  MTevent is the first dataset to combine high-speed motion, long-range perception, and real-world object interactions, making it a valuable resource for advancing event-based vision in robotics.
• Iterative Event-based Motion Segmentation by Variational Contrast Maximization
  25 Apr 2025 1 repository listed
  Event cameras provide rich signals that are suitable for motion estimation since they respond to changes in the scene.
• Highly Efficient and Unsupervised Framework for Moving Object Detection in Satellite Videos
  24 Nov 2024 1 repository listed
  Specifically, we propose a generic unsupervised framework for SVMOD, in which pseudo labels generated by a traditional method can evolve with the training process to promote detection performance.
• FADE: A Dataset for Detecting Falling Objects around Buildings in Video
  11 Aug 2024 1 repository listed
  Falling objects from buildings can cause severe injuries to pedestrians due to the great impact force they exert.
• RaTrack: Moving Object Detection and Tracking with 4D Radar Point Cloud
  18 Sep 2023 1 repository listed
  Mobile autonomy relies on the precise perception of dynamic environments.
• Detecting and Tracking Small and Dense Moving Objects in Satellite Videos: A Benchmark
  25 Nov 2021 1 repository listed
  Satellite video cameras can provide continuous observation for a large-scale area, which is important for many remote sensing applications.
• HM-Net: A Regression Network for Object Center Detection and Tracking on Wide Area Motion Imagery
  19 Oct 2021 1 repository listed
  Wide Area Motion Imagery (WAMI) yields high-resolution images with a large number of extremely small objects.
• Moving Object Detection for Event-based vision using Graph Spectral Clustering
  30 Sep 2021 1 repository listed
  However, these advantages come at a high cost, as the event camera data typically contains more noise and has low resolution.
• Moving Object Detection for Event-based Vision using k-means Clustering
  4 Sep 2021 1 repository listed
  Moving object detection is important in computer vision.
• 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.
• FMODetect: Robust Detection of Fast Moving Objects
  15 Dec 2020 1 repository listed
  Compared to other methods, such as deblatting, the inference is of several orders of magnitude faster and allows applications such as real-time fast moving object detection and retrieval in large video collections.
• Towards Segmenting Anything That Moves
  11 Feb 2019 1 repository listed
  To address this concern, we propose two new benchmarks for generic, moving object detection, and show that our model matches top-down methods on common categories, while significantly out-performing both top-down and…
• Unsupervised Moving Object Detection via Contextual Information Separation
  10 Jan 2019 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  We propose an adversarial contextual model for detecting moving objects in images.

Syntology lines on 1 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.