Video Object Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

7 leaderboard tables shown for this task (1 more in the archive withheld as spam; see /not-shown), 7 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

13 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

30 shown of 72 papers with code (147 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.

• Emerging Properties in Self-Supervised Vision Transformers
  29 Apr 2021 32 repositories listed Syntology ran 5 of 20 samples · 15 unverified · 2 pointer-only (licence)
  In this paper, we question if self-supervised learning provides new properties to Vision Transformer (ViT) that stand out compared to convolutional networks (convnets).
• TSM: Temporal Shift Module for Efficient Video Understanding
  20 Nov 2018 13 repositories listed Syntology ran 6 of 16 samples · 10 unverified · 4 pointer-only (licence)
  The explosive growth in video streaming gives rise to challenges on performing video understanding at high accuracy and low computation cost.
• TransVOD: End-to-End Video Object Detection with Spatial-Temporal Transformers
  13 Jan 2022 3 repositories listed Syntology ran 4 of 6 samples · 2 unverified · 3 pointer-only (licence)
  Detection Transformer (DETR) and Deformable DETR have been proposed to eliminate the need for many hand-designed components in object detection while demonstrating good performance as previous complex hand-crafted…
• HoughNet: Integrating near and long-range evidence for visual detection
  14 Apr 2021 3 repositories listed
  This paper presents HoughNet, a one-stage, anchor-free, voting-based, bottom-up object detection method.
• Context R-CNN: Long Term Temporal Context for Per-Camera Object Detection
  7 Dec 2019 3 repositories listed
  In this paper we propose a method that leverages temporal context from the unlabeled frames of a novel camera to improve performance at that camera.
• Transferable Adversarial Attacks for Image and Video Object Detection
  30 Nov 2018 3 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  Adversarial examples have been demonstrated to threaten many computer vision tasks including object detection.
• Towards High Performance Video Object Detection for Mobiles
  16 Apr 2018 3 repositories listed
  In this paper, we present a light weight network architecture for video object detection on mobiles.
• Mobile Video Object Detection with Temporally-Aware Feature Maps
  17 Nov 2017 3 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  This paper introduces an online model for object detection in videos designed to run in real-time on low-powered mobile and embedded devices.
• Spatio-temporal Prompting Network for Robust Video Feature Extraction
  4 Feb 2024 2 repositories listed
  Then, these video prompts are prepended to the patch embeddings of the current frame as the updated input for video feature extraction.
• Objects do not disappear: Video object detection by single-frame object location anticipation
  9 Aug 2023 2 repositories listed
  2) Improved efficiency by only doing the expensive feature computations on a small subset of all frames.
• Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object Detection
  9 Apr 2020 2 repositories listed Syntology ran 3 of 5 samples · 2 unverified
  Weakly supervised learning has emerged as a compelling tool for object detection by reducing the need for strong supervision during training.
• Memory Enhanced Global-Local Aggregation for Video Object Detection
  26 Mar 2020 2 repositories listed
  We argue that there are two important cues for humans to recognize objects in videos: the global semantic information and the local localization information.
• Plug & Play Convolutional Regression Tracker for Video Object Detection
  2 Mar 2020 2 repositories listed
  As the tracker reuses the features from the detector, it is a very light-weighted increment to the detection network.
• Detection and Tracking Meet Drones Challenge
  16 Jan 2020 2 repositories listed
  We provide a large-scale drone captured dataset, VisDrone, which includes four tracks, i.
• Relation Distillation Networks for Video Object Detection
  26 Aug 2019 2 repositories listed
  In this paper, we introduce a new design to capture the interactions across the objects in spatio-temporal context.
• Sequence Level Semantics Aggregation for Video Object Detection
  15 Jul 2019 2 repositories listed
  In this work, we argue that aggregating features in the full-sequence level will lead to more discriminative and robust features for video object detection.
• Looking Fast and Slow: Memory-Guided Mobile Video Object Detection
  25 Mar 2019 2 repositories listed
  Models and examples built with TensorFlow
• Flow-Guided Feature Aggregation for Video Object Detection
  29 Mar 2017 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified · 3 pointer-only (licence)
  The accuracy of detection suffers from degenerated object appearances in videos, e.
• 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.
• Practical Video Object Detection via Feature Selection and Aggregation
  29 Jul 2024 1 repository listed
  In principle, the detection in a certain frame of a video can benefit from information in other frames.
• Multi-resolution Rescored ByteTrack for Video Object Detection on Ultra-low-power Embedded Systems
  17 Apr 2024 1 repository listed
  This paper introduces Multi-Resolution Rescored Byte-Track (MR2-ByteTrack), a novel video object detection framework for ultra-low-power embedded processors.
• Camera clustering for scalable stream-based active distillation
  16 Apr 2024 1 repository listed
  We present a scalable framework designed to craft efficient lightweight models for video object detection utilizing self-training and knowledge distillation techniques.
• Detection of Micromobility Vehicles in Urban Traffic Videos
  28 Feb 2024 1 repository listed
  Urban traffic environments present unique challenges for object detection, particularly with the increasing presence of micromobility vehicles like e-scooters and bikes.
• STF: Spatio-Temporal Fusion Module for Improving Video Object Detection
  16 Feb 2024 1 repository listed
  The objective of our work is to leverage this complementary information to improve detection.
• TDViT: Temporal Dilated Video Transformer for Dense Video Tasks
  14 Feb 2024 1 repository listed
  Deep video models, for example, 3D CNNs or video transformers, have achieved promising performance on sparse video tasks, i.
• Efficient One-stage Video Object Detection by Exploiting Temporal Consistency
  14 Feb 2024 1 repository listed
  Based on the analysis, we present a simple yet efficient framework to address the computational bottlenecks and achieve efficient one-stage VOD by exploiting the temporal consistency in video frames.
• MAMBA: Multi-level Aggregation via Memory Bank for Video Object Detection
  18 Jan 2024 1 repository listed Syntology ran 2 of 3 samples · 1 unverified
  However, we argue that these memory structures are not efficient or sufficient because of two implied operations: (1) concatenating all features in memory for enhancement, leading to a heavy computational cost; (2)…
• DiffusionVID: Denoising Object Boxes with Spatio-temporal Conditioning for Video Object Detection
  30 Oct 2023 1 repository listed
  To effectively refine the box from the degraded images in the videos, we used three novel approaches: cascade refinement, dynamic core-set conditioning, and local batch refinement.
• Eventful Transformers: Leveraging Temporal Redundancy in Vision Transformers
  25 Aug 2023 1 repository listed Syntology ran 7 of 25 samples · 18 unverified
  In this work, we exploit temporal redundancy between subsequent inputs to reduce the cost of Transformers for video processing.
• Object Detection Difficulty: Suppressing Over-aggregation for Faster and Better Video Object Detection
  22 Aug 2023 1 repository listed
  The ODD score enhances the VOD system in two ways: 1) it enables the VOD system to select superior global reference frames, thereby improving overall accuracy; and 2) it serves as an indicator in the newly designed ODD…

Syntology lines on 9 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.